Tool Development Roadmap

Tool Development Roadmap

Visuwire’s long-term identity is a financial research platform for self-directed investors and analysts — modelled on the data depth of Macrotrends but with sector context, analytical tooling, and internal linking that Macrotrends entirely lacks. Every phase of this roadmap is infrastructure that makes the historical financial data layer (see Long-Term Goal section) more valuable when it launches.

This roadmap prioritizes tools that serve an investor and analyst audience first, are realistic to rank given current domain authority, and can reuse existing Visuwire data structures.

Prioritization Framework

• Priority 1: low build effort, high search intent, high internal linking value
• Priority 2: medium build effort, recurring traffic potential, strong data differentiation
• Priority 3: higher build effort, long-term moat and monetization upside

Site Identity: Analyst and Investor Research Platform

Target audience: Self-directed investors doing pre-earnings research, sector analysts benchmarking peers, finance students building valuation models, and journalists needing verifiable financial figures with source citations.

Three non-negotiable standards that follow from this audience:

1. Data accuracy over content volume. One wrong number destroys analyst trust permanently. Every financial figure on the site must cite the source filing (10-K fiscal year, 10-Q quarter). Stale data is worse than no data. The Earnings Freshness Engine (Phase 4 of the topical authority plan) is an operational priority, not a content phase — treat it as infrastructure maintenance.

2. Technical depth over beginner explanation. Sector-specific glossary pages (combined ratio, RASM, operating ratio freight, DuPont analysis) signal domain credibility to analysts more than high-volume beginner terms. Each glossary page must include the formula, a worked numerical example using real company figures, and how the metric differs across sectors.

3. Historical data is the core product. The historical financial data build (Long-Term Goal section) is not a long-term feature addition — it is the primary reason an analyst bookmarks this site over Macrotrends. Every earlier phase builds infrastructure that makes those pages more valuable: glossary anchors, sector context, peer comparison links, and calculator integration. Data infrastructure planning should begin at Week 32 (Phase 7A start), not wait until Week 60.

Content standards for the analyst audience:

• Glossary pages: formula + worked numerical example with real company figures + sector-specific interpretation — not just a definition
• Calculator pages: explain when the metric is used in professional analysis, not just how the formula computes — cite the benchmark values analysts actually compare against
• Company pages: cite the fiscal year and filing type for every financial figure; include a “Latest Earnings” section updated within 48 hours of each earnings release for Tier A companies
• Comparison pages: should eventually include a structured data table (revenue, gross margin, operating margin, FCF margin, growth rate, valuation multiple) alongside the narrative — the data table is what analysts actually copy into their models

Phase 1: Quick Wins (Weeks 1-4)

Priority 1 Tools

1. FCF Comparator

• Category: Company Analysis
• Intent: free cash flow by company comparison, FCF ranking by sector, which companies generate the most free cash flow
• Why now: data-driven tool comparing FCF across Visuwire company pages; distinct from the user-input Free Cash Flow Calculator (tool 48) which targets the formula search query — keeping these on separate slugs prevents cannibalization

2. Peer Multiple Comparator

• Category: Valuation
• Intent: compare P/E ratios, EV/Revenue comparison
• Why now: integrates naturally with existing comparison content

3. Sector Margin Rankings

• Category: Sector Benchmarks
• Intent: highest margin companies in sector
• Why now: programmatic page generation and long-tail SEO coverage

4. Earnings Surprise Tracker

• Category: Earnings
• Intent: reported vs expected earnings by company and sector
• Why now: freshness content with repeat seasonal demand

5. Revenue Segment Concentration Analyzer

• Category: Company Analysis
• Intent: revenue concentration risk by segment
• Why now: unique value proposition relative to generic finance blogs

Phase 2: Growth Layer (Weeks 5-8)

Priority 2 Tools

6. Operating Leverage Calculator

• Category: Company Analysis
• Intent: operating leverage explained and calculated

7. Profitability vs Growth Matrix

• Category: Sector Benchmarks
• Intent: growth vs margin sector comparison

8. Quarterly Trend Viewer

• Category: Earnings
• Intent: multi-quarter trend analysis for revenue, margin, EPS

9. Valuation Range Checker

• Category: Valuation
• Intent: fair value range by multiple scenarios

10. Guidance Change Monitor

• Category: Earnings
• Intent: earnings guidance upgrades and downgrades

11. Capital Intensity Benchmark

• Category: Sector Benchmarks
• Intent: capex ratio and capital efficiency comparison

Phase 3: Moat Layer (Weeks 9-12)

Priority 3 Tools

12. Share Dilution Impact Calculator

• Category: Company Analysis
• Intent: dilution effect on EPS and ownership

13. Implied Value Sensitivity Table

• Category: Valuation
• Intent: scenario analysis across multiple assumptions

14. ROIC and ROE Sector Benchmark

• Category: Sector Benchmarks
• Intent: return quality by sector and peer set

15. Earnings Calendar by Sector

• Category: Earnings
• Intent: upcoming earnings dates grouped by sector cluster

16. Financial Health Snapshot

• Category: Company Analysis
• Intent: quick company risk and quality scorecard

17. DCF Lite

• Category: Valuation
• Intent: simple discounted cash flow calculator for retail users

Phase 4: Authority Layer (Weeks 13–20)

Business Model Tools (New Category)

18. SaaS Metrics Calculator

• Category: Business Models
• Intent: ARR calculator, NRR formula, CAC payback period, LTV to CAC ratio
• Why: directly tied to the SaaS and subscription business model hubs; high search demand from founders and analysts

19. Marketplace Take Rate Comparator

• Category: Business Models
• Intent: compare take rates across Amazon, Airbnb, Uber, Etsy, eBay
• Why: unique data asset matching business model hub content; strong comparison intent

20. Subscription Revenue Concentration Analyzer

• Category: Business Models
• Intent: what percentage of revenue is recurring, subscription mix by company
• Why: reinforces recurring-revenue model pages; maps directly to existing company segments data

21. Rule of 40 Score Calculator

• Category: Business Models
• Intent: rule of 40 SaaS, growth rate plus profit margin benchmark
• Why: high-intent SaaS search term; links naturally to SaaS model hub and sector benchmarks

Additional Company Analysis Tools

22. Revenue CAGR Calculator

• Category: Company Analysis
• Intent: revenue growth rate calculator, compound annual growth rate over 3, 5, 10 years
• Why: evergreen educational demand; links to every company page

23. Gross Margin Trend Tracker

• Category: Company Analysis
• Intent: gross margin over time, margin expansion or compression trend
• Why: reuses existing quarterly snapshot data; strong topical fit with company breakdown pages

24. Revenue per Employee Benchmarker

• Category: Company Analysis
• Intent: revenue per employee by company and sector, efficiency ratio comparison
• Why: unique metric; differentiates from generic finance sites; strong social shareability

25. R&D Intensity Analyzer

• Category: Company Analysis
• Intent: R&D as a percent of revenue, research spending comparison by sector
• Why: maps to tech, pharma, and semiconductor sector pages; fills a visible gap

Additional Valuation Tools

26. EV/EBITDA Comparator

• Category: Valuation
• Intent: EV to EBITDA by sector, enterprise value multiple ranking
• Why: complements Peer Multiple Comparator with a different multiple favored by institutional analysts

27. Price-to-Sales Ranker

• Category: Valuation
• Intent: price to sales ratio comparison, P/S by sector
• Why: important for unprofitable high-growth companies; strong search intent in tech/biotech sectors

28. Earnings Yield vs Bond Yield Comparator

• Category: Valuation
• Intent: equity risk premium calculator, earnings yield vs 10-year treasury
• Why: macro-relevant; links glossary terms and comparisons; evergreen search demand

Additional Earnings Tools

29. Revenue Guidance vs Actual Tracker

• Category: Earnings
• Intent: management guidance accuracy, beat rate on revenue guidance
• Why: high engagement content; creates repeat seasonal return traffic

30. Earnings Beat Rate by Company

• Category: Earnings
• Intent: earnings beat history, how often does company beat estimates
• Why: programmatic long-tail coverage for every Tier A company; strong freshness signal

31. Year-over-Year Revenue Growth Comparator

• Category: Earnings
• Intent: YoY revenue growth by company, compare growth rates within sector
• Why: reuses quarterly data already collected for trend viewer; low incremental build cost

Additional Sector Benchmark Tools

32. Balance Sheet Strength Scorer

• Category: Sector Benchmarks
• Intent: debt to equity by sector, net cash vs net debt ranking, balance sheet quality score
• Why: risk-focused audience segment; strong link target for company and comparison pages

33. Head-to-Head Financial Comparator

• Category: Sector Benchmarks / Company Analysis
• Intent: compare any two companies side by side across revenue, margin, growth, valuation
• Why: highest-leverage tool for comparison cluster; bridges company pages and comparison pages; strong decision intent

Suggested Build Order

Phase 1 (Weeks 1–4):

1. FCF Comparator
2. Sector Margin Rankings
3. Peer Multiple Comparator
4. Earnings Surprise Tracker
5. Revenue Segment Concentration Analyzer

Phase 2 (Weeks 5–8): 6. Operating Leverage Calculator 7. Profitability vs Growth Matrix 8. Valuation Range Checker 9. Quarterly Trend Viewer 10. Guidance Change Monitor 11. Capital Intensity Benchmark

Phase 3 (Weeks 9–12): 12. Share Dilution Impact Calculator 13. Implied Value Sensitivity Table 14. ROIC and ROE Sector Benchmark 15. Earnings Calendar by Sector 16. Financial Health Snapshot 17. DCF Lite

Phase 4 (Weeks 13–20): 18. SaaS Metrics Calculator 19. Revenue CAGR Calculator 20. Gross Margin Trend Tracker 21. EV/EBITDA Comparator 22. Revenue Guidance vs Actual Tracker 23. Earnings Beat Rate by Company 24. Rule of 40 Score Calculator 25. Marketplace Take Rate Comparator 26. R&D Intensity Analyzer 27. Revenue per Employee Benchmarker 28. Price-to-Sales Ranker 29. Earnings Yield vs Bond Yield Comparator 30. Subscription Revenue Concentration Analyzer 31. Balance Sheet Strength Scorer 32. Year-over-Year Revenue Growth Comparator 33. Head-to-Head Financial Comparator

Tool Categories Summary

Data and Engineering Dependencies

• Unified metric schema: revenue, margins, EPS, cash flow, capex, share count, guidance, R&D spend
• Quarterly timestamped snapshots for trend and earnings tools
• Annual snapshots for CAGR and long-term trend tools
• Peer group mapping by sector and related companies
• Business model classification tag on all company pages (SaaS, marketplace, subscription, etc.)
• Reusable chart components: line charts, bar charts, scatter matrices, comparison tables
• Common tool page template with SEO metadata, FAQ blocks, and schema.org HowTo markup
• Slug registry to prevent duplicate tool slugs across categories

Phase 5: Formula Calculator Sprint (Weeks 21–32)

These are standalone calculators requiring no Visuwire data. A user inputs numbers and gets an instant result. Each page targets a “how to calculate X” search query and links back to the matching glossary term and relevant company pages.

Build rate target: 3–4 per week.

Income Statement Calculators

34. EBITDA Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/ebitda-calculator
• Intent: EBITDA calculator, how to calculate EBITDA, EBITDA formula
• Links to: /glossary/ebitda/, /glossary/operating-margin/, /glossary/net-income/

35. EPS Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/eps-calculator
• Intent: earnings per share calculator, EPS formula
• Links to: /glossary/earnings-per-share/, /glossary/net-income/, /glossary/market-capitalization/

36. Gross Profit Margin Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/gross-profit-margin-calculator
• Intent: gross profit margin calculator, gross margin formula
• Links to: /glossary/gross-margin/, /glossary/revenue/, /glossary/net-income/

37. Net Profit Margin Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/net-profit-margin-calculator
• Intent: net profit margin calculator, net margin formula
• Links to: /glossary/net-income/, /glossary/gross-margin/, /glossary/operating-margin/

38. Operating Margin Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/operating-margin-calculator
• Intent: operating margin calculator, EBIT margin formula
• Links to: /glossary/operating-margin/, /glossary/ebitda/, /glossary/gross-margin/

39. Revenue per Share Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/revenue-per-share-calculator
• Intent: revenue per share formula, sales per share calculation
• Links to: /glossary/revenue/, /glossary/earnings-per-share/, /glossary/market-capitalization/

Balance Sheet Calculators

40. Current Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/current-ratio-calculator
• Intent: current ratio calculator, liquidity ratio formula
• Links to: /glossary/working-capital/, /glossary/balance-sheet/, /glossary/debt-to-equity-ratio/

41. Quick Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/quick-ratio-calculator
• Intent: quick ratio calculator, acid test ratio formula
• Links to: /glossary/working-capital/, /glossary/balance-sheet/, /glossary/free-cash-flow/

42. Working Capital Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/working-capital-calculator
• Intent: working capital calculator, net working capital formula
• Links to: /glossary/working-capital/, /glossary/balance-sheet/, /glossary/cash-flow-statement/

43. Debt-to-Equity Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/debt-to-equity-calculator
• Intent: debt to equity ratio calculator, D/E ratio formula
• Links to: /glossary/debt-to-equity-ratio/, /glossary/balance-sheet/, /glossary/book-value/

44. Net Debt Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/net-debt-calculator
• Intent: net debt calculator, how to calculate net debt
• Links to: /glossary/debt-to-equity-ratio/, /glossary/ebitda/, /glossary/balance-sheet/

45. Book Value per Share Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/book-value-per-share-calculator
• Intent: book value per share calculator, BVPS formula
• Links to: /glossary/book-value/, /glossary/balance-sheet/, /glossary/return-on-equity/

46. Return on Assets Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/return-on-assets-calculator
• Intent: return on assets calculator, ROA formula
• Links to: /glossary/return-on-equity/, /glossary/net-income/, /glossary/balance-sheet/

47. Asset Turnover Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/asset-turnover-calculator
• Intent: asset turnover ratio calculator, efficiency ratio formula
• Links to: /glossary/revenue/, /glossary/balance-sheet/, /glossary/return-on-equity/

Cash Flow Calculators

48. Free Cash Flow Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/free-cash-flow-calculator
• Intent: free cash flow calculator, FCF formula, how to calculate FCF
• Links to: /glossary/free-cash-flow/, /glossary/cash-flow-statement/, /glossary/ebitda/

49. Operating Cash Flow Margin Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/operating-cash-flow-margin-calculator
• Intent: operating cash flow margin calculator, cash conversion quality
• Links to: /glossary/cash-flow-statement/, /glossary/free-cash-flow/, /glossary/operating-margin/

50. Free Cash Flow Yield Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/free-cash-flow-yield-calculator
• Intent: FCF yield calculator, free cash flow yield formula
• Links to: /glossary/free-cash-flow/, /glossary/market-capitalization/, /glossary/enterprise-value/

51. Cash Conversion Cycle Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/cash-conversion-cycle-calculator
• Intent: cash conversion cycle calculator, DIO DSO DPO formula
• Links to: /glossary/working-capital/, /glossary/cash-flow-statement/, /glossary/free-cash-flow/

Valuation Formula Calculators

52. Price-to-Book Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/price-to-book-calculator
• Intent: price to book ratio calculator, P/B ratio formula
• Links to: /glossary/book-value/, /glossary/price-to-earnings-ratio/, /glossary/market-capitalization/

53. PEG Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/peg-ratio-calculator
• Intent: PEG ratio calculator, price earnings to growth formula
• Links to: /glossary/price-to-earnings-ratio/, /glossary/earnings-per-share/, /glossary/market-capitalization/

54. Enterprise Value Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/enterprise-value-calculator
• Intent: enterprise value calculator, EV formula, how to calculate EV
• Links to: /glossary/enterprise-value/, /glossary/market-capitalization/, /glossary/debt-to-equity-ratio/

55. Dividend Yield Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/dividend-yield-calculator
• Intent: dividend yield calculator, dividend yield formula
• Links to: /glossary/dividend-yield/, /glossary/market-capitalization/, /glossary/earnings-per-share/

56. Dividend Payout Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/dividend-payout-ratio-calculator
• Intent: dividend payout ratio calculator, payout ratio formula
• Links to: /glossary/dividend-yield/, /glossary/earnings-per-share/, /glossary/net-income/

57. Interest Coverage Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/interest-coverage-ratio-calculator
• Intent: interest coverage ratio calculator, EBIT to interest expense
• Links to: /glossary/ebitda/, /glossary/debt-to-equity-ratio/, /glossary/operating-margin/

Efficiency and Operations Calculators

58. Inventory Turnover Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/inventory-turnover-calculator
• Intent: inventory turnover calculator, inventory ratio formula
• Links to: /glossary/working-capital/, /glossary/cash-flow-statement/, /glossary/gross-margin/

59. Days Sales Outstanding Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/days-sales-outstanding-calculator
• Intent: DSO calculator, days sales outstanding formula, receivables days
• Links to: /glossary/working-capital/, /glossary/revenue/, /glossary/cash-flow-statement/

60. Return on Invested Capital Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/roic-calculator
• Intent: ROIC calculator, return on invested capital formula
• Links to: /glossary/return-on-equity/, /glossary/net-income/, /glossary/ebitda/

SaaS and Startup Formula Calculators

61. Burn Rate and Runway Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/burn-rate-calculator
• Intent: burn rate calculator, startup runway calculator, cash runway formula
• Links to: /glossary/free-cash-flow/, /glossary/cash-flow-statement/, /business-models/saas/

62. Churn Rate Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/churn-rate-calculator
• Intent: churn rate calculator, monthly churn formula, customer churn
• Links to: /glossary/revenue/, /business-models/subscription/, /business-models/saas/

63. MRR to ARR Converter

• Category: Formula Calculators
• Slug: tools/formula-calculators/mrr-to-arr-calculator
• Intent: MRR to ARR calculator, monthly to annual recurring revenue
• Links to: /business-models/saas/, /business-models/subscription/, /glossary/revenue/

64. Customer Lifetime Value Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/ltv-calculator
• Intent: customer lifetime value calculator, LTV formula, CLV calculator
• Links to: /business-models/saas/, /glossary/revenue/, /business-models/subscription/

65. Customer Acquisition Cost Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/cac-calculator
• Intent: CAC calculator, customer acquisition cost formula
• Links to: /business-models/saas/, /business-models/marketplace/, /glossary/gross-margin/

Compound Growth and Return Calculators

66. Compound Annual Growth Rate Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/cagr-calculator
• Intent: CAGR calculator, compound annual growth rate formula
• Links to: /glossary/revenue/, /glossary/earnings-per-share/, /glossary/net-income/

67. Inflation-Adjusted Revenue Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/inflation-adjusted-revenue-calculator
• Intent: real revenue calculator, inflation adjusted growth, nominal vs real revenue
• Links to: /glossary/revenue/, /glossary/gross-margin/, /glossary/net-income/

68. Total Shareholder Return Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/total-shareholder-return-calculator
• Intent: TSR calculator, total shareholder return formula, stock return plus dividends
• Links to: /glossary/dividend-yield/, /glossary/return-on-equity/, /glossary/earnings-per-share/

Phase 5: Suggested Build Order

Build formula calculators at 3–4 per week using the archetype and validator gates:

Week 21–22: Income Statement (tools 34–39) Week 23–24: Balance Sheet (tools 40–47) Week 25–26: Cash Flow (tools 48–51) Week 27–28: Valuation Formula (tools 52–57) Week 29–30: Efficiency and Operations (tools 58–60) Week 31–32: SaaS/Startup + Growth (tools 61–68)

Phase 6: Advanced Formula Calculators (Weeks 33–40)

These fill gaps in cost of capital, advanced valuation, shareholder returns, and advanced cash flow — metrics used by professional analysts and frequently searched by self-directed investors.

Cost of Capital Calculators

69. ROE Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/roe-calculator
• Intent: return on equity calculator, ROE formula, how to calculate ROE
• Links to: /glossary/return-on-equity/, /glossary/net-income/, /glossary/book-value/

70. ROCE Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/roce-calculator
• Intent: return on capital employed calculator, ROCE formula
• Links to: /glossary/return-on-equity/, /glossary/ebitda/, /glossary/enterprise-value/

71. WACC Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/wacc-calculator
• Intent: WACC calculator, weighted average cost of capital formula
• Links to: /glossary/enterprise-value/, /glossary/debt-to-equity-ratio/, /glossary/return-on-equity/

72. CAPM / Cost of Equity Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/capm-calculator
• Intent: CAPM calculator, cost of equity formula, capital asset pricing model
• Links to: /glossary/return-on-equity/, /glossary/market-capitalization/, /glossary/enterprise-value/

73. After-Tax Cost of Debt Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/after-tax-cost-of-debt-calculator
• Intent: after-tax cost of debt formula, effective cost of debt calculator
• Links to: /glossary/debt-to-equity-ratio/, /glossary/ebitda/, /glossary/enterprise-value/

74. Break-Even Point Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/break-even-calculator
• Intent: break even point calculator, break even formula, fixed cost vs variable cost
• Links to: /glossary/gross-margin/, /glossary/operating-margin/, /glossary/net-income/

75. Contribution Margin Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/contribution-margin-calculator
• Intent: contribution margin calculator, contribution margin ratio formula
• Links to: /glossary/gross-margin/, /glossary/operating-margin/, /glossary/net-income/

76. SG&A Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/sga-ratio-calculator
• Intent: SG&A ratio calculator, selling general administrative expense as percent of revenue
• Links to: /glossary/operating-margin/, /glossary/gross-margin/, /glossary/net-income/

Advanced Valuation Calculators

77. Graham Number Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/graham-number-calculator
• Intent: Graham number calculator, Benjamin Graham intrinsic value formula
• Links to: /glossary/book-value/, /glossary/earnings-per-share/, /glossary/price-to-earnings-ratio/

78. Reverse DCF Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/reverse-dcf-calculator
• Intent: reverse DCF calculator, what growth rate is priced in, implied growth rate
• Links to: /glossary/enterprise-value/, /glossary/free-cash-flow/, /glossary/market-capitalization/

79. Economic Value Added Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/eva-calculator
• Intent: economic value added calculator, EVA formula, NOPAT minus cost of capital
• Links to: /glossary/return-on-equity/, /glossary/ebitda/, /glossary/enterprise-value/

80. EV/EBIT Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/ev-ebit-calculator
• Intent: EV to EBIT calculator, enterprise value to EBIT ratio
• Links to: /glossary/enterprise-value/, /glossary/ebitda/, /glossary/operating-margin/

81. Price-to-FCF Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/price-to-fcf-calculator
• Intent: price to free cash flow calculator, P/FCF ratio formula
• Links to: /glossary/free-cash-flow/, /glossary/market-capitalization/, /glossary/price-to-earnings-ratio/

82. Forward P/E Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/forward-pe-calculator
• Intent: forward P/E calculator, forward price to earnings formula
• Links to: /glossary/price-to-earnings-ratio/, /glossary/earnings-per-share/, /glossary/market-capitalization/

83. Net Current Asset Value Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/ncav-calculator
• Intent: NCAV calculator, Graham net-net formula, net current asset value per share
• Links to: /glossary/book-value/, /glossary/balance-sheet/, /glossary/market-capitalization/

Shareholder Returns Calculators

84. Share Buyback Yield Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/buyback-yield-calculator
• Intent: share buyback yield calculator, repurchase yield formula
• Links to: /glossary/share-buyback/, /glossary/market-capitalization/, /glossary/earnings-per-share/

85. Shareholder Yield Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/shareholder-yield-calculator
• Intent: shareholder yield calculator, dividends plus buybacks as percent of market cap
• Links to: /glossary/share-buyback/, /glossary/dividend-yield/, /glossary/market-capitalization/

86. Dividend Growth Rate Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/dividend-growth-rate-calculator
• Intent: dividend growth rate calculator, historical dividend CAGR
• Links to: /glossary/dividend-yield/, /glossary/earnings-per-share/, /glossary/return-on-equity/

87. Gordon Growth Model Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/gordon-growth-model-calculator
• Intent: Gordon Growth Model calculator, dividend discount model, sustainable dividend growth
• Links to: /glossary/dividend-yield/, /glossary/return-on-equity/, /glossary/market-capitalization/

88. DRIP Return Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/drip-calculator
• Intent: dividend reinvestment calculator, DRIP return calculator, compounding dividends
• Links to: /glossary/dividend-yield/, /glossary/compound-interest/, /glossary/return-on-equity/

89. Net Debt to EBITDA Leverage Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/net-debt-to-ebitda-calculator
• Intent: net debt to EBITDA calculator, leverage ratio formula
• Links to: /glossary/ebitda/, /glossary/debt-to-equity-ratio/, /glossary/enterprise-value/

90. Debt Service Coverage Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/dscr-calculator
• Intent: DSCR calculator, debt service coverage ratio formula
• Links to: /glossary/free-cash-flow/, /glossary/debt-to-equity-ratio/, /glossary/ebitda/

Advanced Cash Flow Calculators

91. FCFE Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/fcfe-calculator
• Intent: FCFE calculator, free cash flow to equity formula
• Links to: /glossary/free-cash-flow/, /glossary/return-on-equity/, /glossary/net-income/

92. FCFF Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/fcff-calculator
• Intent: FCFF calculator, free cash flow to firm formula
• Links to: /glossary/free-cash-flow/, /glossary/enterprise-value/, /glossary/ebitda/

93. CapEx to Depreciation Ratio Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/capex-to-depreciation-calculator
• Intent: CapEx to depreciation ratio, capital expenditure coverage calculator
• Links to: /glossary/free-cash-flow/, /glossary/cash-flow-statement/, /glossary/ebitda/

94. Cash Return on Invested Capital Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/croic-calculator
• Intent: CROIC calculator, cash return on invested capital formula
• Links to: /glossary/free-cash-flow/, /glossary/return-on-equity/, /glossary/enterprise-value/

95. Gross Profit Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/gross-profit-calculator
• Intent: gross profit calculator, gross profit formula, revenue minus COGS
• Links to: /glossary/gross-margin/, /glossary/revenue/, /glossary/net-income/

96. Days Payable Outstanding Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/days-payable-outstanding-calculator
• Intent: DPO calculator, days payable outstanding formula
• Links to: /glossary/working-capital/, /glossary/cash-flow-statement/, /glossary/free-cash-flow/

97. Days Inventory Outstanding Calculator

• Category: Formula Calculators
• Slug: tools/formula-calculators/days-inventory-outstanding-calculator
• Intent: DIO calculator, days inventory outstanding formula, inventory days
• Links to: /glossary/working-capital/, /glossary/cash-flow-statement/, /glossary/gross-margin/

Phase 6: Suggested Build Order

Week 33–34: Cost of capital (tools 69–76) Week 35–36: Advanced valuation (tools 77–83) Week 37–38: Shareholder returns (tools 84–90) Week 39–40: Advanced cash flow (tools 91–97)

Phase 7: Sector-Specific Calculators (Weeks 41–52)

Each calculator is tied directly to an existing Visuwire sector page and the companies covered within it. These have lower generic search volume but higher topical relevance and zero competition from generic finance calculators.

Financial Services and Banking

98. Net Interest Margin Calculator

• Category: Sector Calculators — Financial Services
• Slug: tools/sector-calculators/net-interest-margin-calculator
• Intent: net interest margin calculator, NIM formula, bank profitability metric
• Sector: /sectors/financialservices/
• Links to: /companies/jpmorgan/, /companies/bank-of-america/, /comparisons/jpmorgan-vs-bank-of-america/

99. Bank Efficiency Ratio Calculator

• Category: Sector Calculators — Financial Services
• Slug: tools/sector-calculators/bank-efficiency-ratio-calculator
• Intent: bank efficiency ratio calculator, non-interest expense to revenue
• Sector: /sectors/financialservices/
• Links to: /companies/jpmorgan/, /companies/bank-of-america/, /glossary/operating-margin/

100. Loan-to-Deposit Ratio Calculator

• Category: Sector Calculators — Financial Services
• Slug: tools/sector-calculators/loan-to-deposit-ratio-calculator
• Intent: loan to deposit ratio calculator, LDR formula, bank liquidity metric
• Sector: /sectors/financialservices/
• Links to: /companies/bank-of-america/, /companies/jpmorgan/, /glossary/debt-to-equity-ratio/

Insurance

101. Combined Ratio Calculator

• Category: Sector Calculators — Insurance
• Slug: tools/sector-calculators/combined-ratio-calculator
• Intent: combined ratio calculator, insurance combined ratio formula, loss ratio plus expense ratio
• Sector: /sectors/financialservices/
• Links to: /glossary/operating-margin/, /glossary/net-income/, /glossary/gross-margin/

102. Loss Ratio Calculator

• Category: Sector Calculators — Insurance
• Slug: tools/sector-calculators/loss-ratio-calculator
• Intent: loss ratio calculator, insurance loss ratio formula
• Sector: /sectors/financialservices/
• Links to: /glossary/gross-margin/, /glossary/net-income/, /glossary/operating-margin/

Streaming and Media

103. ARPU Calculator

• Category: Sector Calculators — Streaming
• Slug: tools/sector-calculators/arpu-calculator
• Intent: ARPU calculator, average revenue per user formula, streaming ARPU
• Sector: /sectors/streaming/
• Links to: /companies/netflix/, /glossary/revenue/, /business-models/subscription/

104. Subscriber Acquisition Cost Calculator

• Category: Sector Calculators — Streaming
• Slug: tools/sector-calculators/subscriber-acquisition-cost-calculator
• Intent: subscriber acquisition cost calculator, SAC formula, streaming CAC
• Sector: /sectors/streaming/
• Links to: /companies/netflix/, /business-models/subscription/, /glossary/free-cash-flow/

105. Content Cost per Subscriber Calculator

• Category: Sector Calculators — Streaming
• Slug: tools/sector-calculators/content-cost-per-subscriber-calculator
• Intent: content cost per subscriber, streaming content spend efficiency
• Sector: /sectors/streaming/
• Links to: /companies/netflix/, /comparisons/netflix-vs-disney/, /glossary/gross-margin/

Retail and E-Commerce

106. Same-Store Sales Growth Calculator

• Category: Sector Calculators — Retail
• Slug: tools/sector-calculators/same-store-sales-growth-calculator
• Intent: same store sales growth calculator, comparable sales growth, comps formula
• Sector: /sectors/retail/
• Links to: /companies/walmart/, /comparisons/costco-vs-walmart/, /glossary/revenue/

107. Sales per Square Foot Calculator

• Category: Sector Calculators — Retail
• Slug: tools/sector-calculators/sales-per-square-foot-calculator
• Intent: sales per square foot calculator, retail productivity formula
• Sector: /sectors/retail/
• Links to: /companies/walmart/, /comparisons/home-depot-vs-lowes/, /glossary/revenue/

108. GMV Calculator

• Category: Sector Calculators — E-Commerce
• Slug: tools/sector-calculators/gmv-calculator
• Intent: GMV calculator, gross merchandise value formula, marketplace GMV
• Sector: /sectors/e-commerce/
• Links to: /companies/amazon/, /business-models/marketplace/, /glossary/revenue/

109. E-Commerce Take Rate Calculator

• Category: Sector Calculators — E-Commerce
• Slug: tools/sector-calculators/ecommerce-take-rate-calculator
• Intent: marketplace take rate calculator, platform fee as percent of GMV
• Sector: /sectors/e-commerce/
• Links to: /companies/amazon/, /business-models/marketplace/, /glossary/gross-margin/

Airlines and Transportation

110. RASM Calculator

• Category: Sector Calculators — Airlines
• Slug: tools/sector-calculators/rasm-calculator
• Intent: RASM calculator, revenue per available seat mile formula, airline revenue metric
• Sector: /sectors/transportation/
• Links to: /comparisons/delta-vs-united/, /glossary/revenue/, /glossary/operating-margin/

111. CASM Calculator

• Category: Sector Calculators — Airlines
• Slug: tools/sector-calculators/casm-calculator
• Intent: CASM calculator, cost per available seat mile formula, airline cost metric
• Sector: /sectors/transportation/
• Links to: /comparisons/delta-vs-united/, /glossary/operating-margin/, /glossary/gross-margin/

112. Load Factor Calculator

• Category: Sector Calculators — Airlines
• Slug: tools/sector-calculators/load-factor-calculator
• Intent: load factor calculator, airline capacity utilization formula
• Sector: /sectors/transportation/
• Links to: /comparisons/delta-vs-united/, /glossary/revenue/, /glossary/operating-margin/

Gaming

113. DAU/MAU Ratio Calculator

• Category: Sector Calculators — Gaming
• Slug: tools/sector-calculators/dau-mau-calculator
• Intent: DAU MAU ratio calculator, daily to monthly active user ratio, engagement rate
• Sector: /sectors/gaming/
• Links to: /glossary/revenue/, /business-models/advertising/, /sectors/gaming/

114. ARPDAU Calculator

• Category: Sector Calculators — Gaming
• Slug: tools/sector-calculators/arpdau-calculator
• Intent: ARPDAU calculator, average revenue per daily active user formula
• Sector: /sectors/gaming/
• Links to: /glossary/revenue/, /business-models/advertising/, /sectors/gaming/

Semiconductors

115. Book-to-Bill Ratio Calculator

• Category: Sector Calculators — Semiconductors
• Slug: tools/sector-calculators/book-to-bill-calculator
• Intent: book to bill ratio calculator, semiconductor demand indicator formula
• Sector: /sectors/semiconductors/
• Links to: /companies/qualcomm/, /companies/broadcom/, /sectors/semiconductors/

116. Gross Die per Wafer Calculator

• Category: Sector Calculators — Semiconductors
• Slug: tools/sector-calculators/gross-die-per-wafer-calculator
• Intent: gross die per wafer calculator, die cost formula, semiconductor cost calculator
• Sector: /sectors/semiconductors/
• Links to: /companies/tsmc/, /sectors/semiconductors/, /glossary/gross-margin/

Pharma and Biotech

117. R&D ROI Calculator

• Category: Sector Calculators — Pharma/Biotech
• Slug: tools/sector-calculators/rd-roi-calculator
• Intent: R&D ROI calculator, research and development return on investment formula
• Sector: /sectors/pharmaceuticals/
• Links to: /comparisons/eli-lilly-vs-novo-nordisk/, /glossary/gross-margin/, /glossary/net-income/

118. Pipeline NPV Estimator

• Category: Sector Calculators — Pharma/Biotech
• Slug: tools/sector-calculators/pipeline-npv-estimator
• Intent: drug pipeline NPV calculator, pharma pipeline value, probability-adjusted NPV
• Sector: /sectors/biotechnology/
• Links to: /sectors/biotechnology/, /glossary/enterprise-value/, /glossary/free-cash-flow/

Real Estate and REITs

119. FFO Calculator

• Category: Sector Calculators — REITs
• Slug: tools/sector-calculators/ffo-calculator
• Intent: FFO calculator, funds from operations formula, REIT FFO
• Sector: /sectors/realestatetechnology/
• Links to: /companies/american-tower/, /glossary/net-income/, /glossary/free-cash-flow/

120. Cap Rate Calculator

• Category: Sector Calculators — REITs
• Slug: tools/sector-calculators/cap-rate-calculator
• Intent: cap rate calculator, capitalization rate formula, real estate valuation
• Sector: /sectors/realestatetechnology/
• Links to: /companies/american-tower/, /glossary/enterprise-value/, /glossary/net-income/

121. Net Operating Income Calculator

• Category: Sector Calculators — REITs
• Slug: tools/sector-calculators/noi-calculator
• Intent: NOI calculator, net operating income formula, property income metric
• Sector: /sectors/realestatetechnology/
• Links to: /companies/american-tower/, /glossary/operating-margin/, /glossary/ebitda/

122. Price-to-FFO Calculator

• Category: Sector Calculators — REITs
• Slug: tools/sector-calculators/price-to-ffo-calculator
• Intent: price to FFO calculator, P/FFO ratio, REIT valuation multiple
• Sector: /sectors/realestatetechnology/
• Links to: /companies/american-tower/, /glossary/price-to-earnings-ratio/, /glossary/free-cash-flow/

Phase 7: Suggested Build Order

Week 41–42: Financial services + insurance (tools 98–102) Week 43–44: Streaming + retail + e-commerce (tools 103–109) Week 45–46: Airlines + gaming (tools 110–114) Week 47–48: Semiconductors + pharma/biotech (tools 115–118) Week 49–50: REITs (tools 119–122) Week 51–52: Buffer — refresh, fill gaps, add new sector tools

Phase 8: Sector Expansion Calculators (Weeks 53–64)

Quantitative Screening Tools

Analyst audience priority: Altman Z-Score, Piotroski F-Score, Beneish M-Score, DuPont Analysis, and Magic Formula are models professional analysts actively run and search for. These are elevated priority for Visuwire’s analyst-platform identity — consider building tools 123–127 alongside Phase 5 formula calculators (Week 21+) rather than waiting for the Phase 8 slot at Week 53. Corresponding glossary pages are planned in Phase 6 Sprint D (Week 26). Build Sprint D glossary pages before publishing these tools.

123. Altman Z-Score Calculator

• Category: Quantitative Screening
• Slug: tools/quantitative-screening/altman-z-score-calculator
• Intent: Altman Z-score calculator, bankruptcy risk score, financial distress predictor
• Links to: /glossary/debt-to-equity-ratio/, /glossary/working-capital/, /glossary/ebitda/

124. Piotroski F-Score Calculator

• Category: Quantitative Screening
• Slug: tools/quantitative-screening/piotroski-f-score-calculator
• Intent: Piotroski F-score calculator, value stock quality screen, 9-point financial strength test
• Links to: /glossary/return-on-equity/, /glossary/free-cash-flow/, /glossary/debt-to-equity-ratio/

125. Beneish M-Score Calculator

• Category: Quantitative Screening
• Slug: tools/quantitative-screening/beneish-m-score-calculator
• Intent: Beneish M-score calculator, earnings manipulation detector, accounting fraud indicator
• Links to: /glossary/net-income/, /glossary/gross-margin/, /glossary/revenue/

126. DuPont Analysis Calculator

• Category: Quantitative Screening
• Slug: tools/quantitative-screening/dupont-analysis-calculator
• Intent: DuPont analysis calculator, ROE decomposition, 3-factor and 5-factor DuPont formula
• Links to: /glossary/return-on-equity/, /glossary/net-income/, /glossary/balance-sheet/

127. Magic Formula Score Calculator

• Category: Quantitative Screening
• Slug: tools/quantitative-screening/magic-formula-calculator
• Intent: Magic Formula calculator, Joel Greenblatt Magic Formula, ROIC plus earnings yield score
• Links to: /glossary/return-on-equity/, /glossary/enterprise-value/, /glossary/ebitda/

Travel and Hospitality

128. RevPAR Calculator

• Category: Sector Calculators — Travel
• Slug: tools/sector-calculators/revpar-calculator
• Intent: RevPAR calculator, revenue per available room formula, hotel performance metric
• Sector: /sectors/travel-hospitality/
• Links to: /comparisons/marriott-vs-hilton/, /glossary/revenue/, /glossary/operating-margin/

129. ADR Calculator

• Category: Sector Calculators — Travel
• Slug: tools/sector-calculators/adr-calculator
• Intent: ADR calculator, average daily rate formula, hotel pricing metric
• Sector: /sectors/travel-hospitality/
• Links to: /comparisons/marriott-vs-hilton/, /glossary/revenue/, /glossary/gross-margin/

130. Hotel Occupancy Rate Calculator

• Category: Sector Calculators — Travel
• Slug: tools/sector-calculators/hotel-occupancy-rate-calculator
• Intent: hotel occupancy rate calculator, rooms sold divided by rooms available
• Sector: /sectors/travel-hospitality/
• Links to: /comparisons/marriott-vs-hilton/, /glossary/revenue/, /glossary/operating-margin/

Adtech and Social Media

131. CPM Calculator

• Category: Sector Calculators — Adtech
• Slug: tools/sector-calculators/cpm-calculator
• Intent: CPM calculator, cost per thousand impressions formula, advertising CPM
• Sector: /sectors/adtech/
• Links to: /glossary/revenue/, /sectors/socialmedia/, /business-models/advertising/

132. CPC Calculator

• Category: Sector Calculators — Adtech
• Slug: tools/sector-calculators/cpc-calculator
• Intent: CPC calculator, cost per click formula, paid search CPC
• Sector: /sectors/adtech/
• Links to: /glossary/revenue/, /comparisons/google-vs-meta/, /business-models/advertising/

133. eCPM Calculator

• Category: Sector Calculators — Adtech
• Slug: tools/sector-calculators/ecpm-calculator
• Intent: eCPM calculator, effective CPM formula, blended ad revenue per thousand impressions
• Sector: /sectors/adtech/
• Links to: /glossary/revenue/, /comparisons/google-vs-meta/, /business-models/advertising/

134. Revenue per MAU Calculator

• Category: Sector Calculators — Social Media
• Slug: tools/sector-calculators/revenue-per-mau-calculator
• Intent: revenue per monthly active user calculator, social media monetization efficiency
• Sector: /sectors/socialmedia/
• Links to: /comparisons/google-vs-meta/, /glossary/revenue/, /business-models/advertising/

Clean Energy and Solar

135. LCOE Calculator

• Category: Sector Calculators — Clean Energy
• Slug: tools/sector-calculators/lcoe-calculator
• Intent: LCOE calculator, levelized cost of energy formula, solar and wind cost comparison
• Sector: /sectors/cleanenergy-solar/
• Links to: /sectors/cleanenergy-solar/, /glossary/enterprise-value/, /glossary/free-cash-flow/

136. Clean Energy Revenue Mix Calculator

• Category: Sector Calculators — Clean Energy
• Slug: tools/sector-calculators/clean-energy-revenue-mix-calculator
• Intent: clean energy revenue breakdown by source, solar vs wind vs storage revenue split, renewable energy segment mix
• Sector: /sectors/cleanenergy-solar/
• Links to: /companies/nextera-energy/, /sectors/cleanenergy-solar/, /glossary/revenue/
• Note: Replaces Solar Payback Period Calculator (consumer-facing homeowner tool — wrong audience for an investor research platform)

137. Capacity Factor Calculator

• Category: Sector Calculators — Clean Energy
• Slug: tools/sector-calculators/capacity-factor-calculator
• Intent: capacity factor calculator, renewable energy capacity factor formula, actual vs theoretical output
• Sector: /sectors/cleanenergy-solar/
• Links to: /sectors/cleanenergy-solar/, /glossary/revenue/, /glossary/operating-margin/

Electric Vehicles

138. EV Revenue Mix Calculator

• Category: Sector Calculators — EVs
• Slug: tools/sector-calculators/ev-revenue-mix-calculator
• Intent: EV company revenue breakdown by segment, automotive vs energy vs services revenue split, Tesla revenue mix
• Sector: /sectors/electricvehicles/
• Links to: /companies/tesla/, /comparisons/tesla-vs-rivian/, /glossary/revenue/
• Note: Replaces EV Total Cost of Ownership Calculator (consumer car-buying tool — wrong audience). Distinct from Tool 169 (Gross Margin per Vehicle) which covers unit economics; this tool covers segment revenue composition for investor analysis.

139. Battery Cost per kWh Calculator

• Category: Sector Calculators — EVs
• Slug: tools/sector-calculators/battery-cost-per-kwh-calculator
• Intent: battery cost per kWh calculator, EV battery pack cost formula
• Sector: /sectors/electricvehicles/
• Links to: /companies/tesla/, /sectors/electricvehicles/, /glossary/gross-margin/

140. EV Range Efficiency Calculator

• Category: Sector Calculators — EVs
• Slug: tools/sector-calculators/ev-range-efficiency-calculator
• Intent: EV range efficiency calculator, miles per kWh formula, electric vehicle efficiency metric
• Sector: /sectors/electricvehicles/
• Links to: /companies/tesla/, /comparisons/tesla-vs-rivian/, /sectors/electricvehicles/

Ridesharing and Food Delivery

141. Platform Take Rate Calculator

• Category: Sector Calculators — Ridesharing
• Slug: tools/sector-calculators/platform-take-rate-calculator
• Intent: platform take rate calculator, rideshare commission as percent of fare, gig platform fee
• Sector: /sectors/ridesharing/
• Links to: /comparisons/uber-vs-lyft/, /business-models/marketplace/, /glossary/gross-margin/

142. Ridesharing Contribution Margin Calculator

• Category: Sector Calculators — Ridesharing
• Slug: tools/sector-calculators/ridesharing-contribution-margin-calculator
• Intent: ridesharing contribution margin calculator, platform gross profit after driver payments, marketplace unit economics for rideshare
• Sector: /sectors/ridesharing/
• Links to: /comparisons/uber-vs-lyft/, /comparisons/doordash-vs-uber-eats/, /glossary/gross-margin/
• Note: Replaces Driver Net Earnings Calculator (gig worker personal income tool — wrong audience). This tool serves investors analyzing platform economics, not drivers calculating take-home pay.

143. Delivery Unit Economics Calculator

• Category: Sector Calculators — Food Delivery
• Slug: tools/sector-calculators/delivery-unit-economics-calculator
• Intent: food delivery unit economics, revenue per order vs cost per order, delivery profitability
• Sector: /sectors/fooddelivery/
• Links to: /comparisons/doordash-vs-uber-eats/, /business-models/marketplace/, /glossary/gross-margin/

Restaurants

144. AUV Calculator

• Category: Sector Calculators — Restaurants
• Slug: tools/sector-calculators/auv-calculator
• Intent: AUV calculator, average unit volume formula, restaurant location revenue
• Sector: /sectors/restaurants/
• Links to: /comparisons/mcdonalds-vs-starbucks/, /comparisons/chipotle-vs-mcdonalds/, /glossary/revenue/

145. Restaurant-Level EBITDA Margin Calculator

• Category: Sector Calculators — Restaurants
• Slug: tools/sector-calculators/restaurant-ebitda-margin-calculator
• Intent: restaurant EBITDA margin calculator, unit-level profitability formula
• Sector: /sectors/restaurants/
• Links to: /comparisons/mcdonalds-vs-starbucks/, /glossary/ebitda/, /glossary/operating-margin/

146. Same-Restaurant Sales Calculator

• Category: Sector Calculators — Restaurants
• Slug: tools/sector-calculators/same-restaurant-sales-calculator
• Intent: same-restaurant sales growth calculator, comparable restaurant sales, restaurant comps formula
• Sector: /sectors/restaurants/
• Links to: /comparisons/starbucks-vs-dunkin/, /comparisons/mcdonalds-vs-starbucks/, /glossary/revenue/

Telecom

147. Telecom ARPU Calculator

• Category: Sector Calculators — Telecom
• Slug: tools/sector-calculators/telecom-arpu-calculator
• Intent: telecom ARPU calculator, average revenue per user formula for wireless and broadband
• Sector: /sectors/telecommunications/
• Links to: /comparisons/att-vs-verizon/, /glossary/revenue/, /glossary/operating-margin/

148. Subscriber Churn Revenue Impact Calculator

• Category: Sector Calculators — Telecom
• Slug: tools/sector-calculators/churn-revenue-impact-calculator
• Intent: subscriber churn revenue impact calculator, how churn rate affects annual revenue
• Sector: /sectors/telecommunications/
• Links to: /comparisons/att-vs-verizon/, /business-models/subscription/, /glossary/revenue/

Phase 8: Suggested Build Order

Week 53–54: Quantitative screening (tools 123–127) Week 55–56: Travel + adtech/social (tools 128–134) Week 57–58: Clean energy + EV (tools 135–140) Week 59–60: Ridesharing + food delivery + restaurants (tools 141–146) Week 61–62: Telecom (tools 147–148) Week 63–64: Buffer — QA and refresh

Phase 9: Personal Investing Calculators (Weeks 65–68)

These target the very top of organic search volume for investing topics. Each links naturally to company, sector, and glossary pages.

149. Stock Profit and Loss Calculator

• Category: Personal Investing
• Slug: tools/personal-investing/stock-profit-loss-calculator
• Intent: stock profit and loss calculator, stock gain calculator, investment return on shares
• Links to: /glossary/market-capitalization/, /glossary/earnings-per-share/, /glossary/return-on-equity/

150. Net Revenue Retention Benchmarker

• Category: Company Analysis
• Slug: tools/company-analysis/nrr-benchmarker
• Intent: net revenue retention by company, best NRR in SaaS, dollar-based net retention rate benchmarks
• Links to: /companies/snowflake/, /companies/crowdstrike/, /comparisons/salesforce-vs-hubspot/, /business-models/saas-business-model/
• Note: Replaces Cost Basis Calculator (personal portfolio accounting — wrong audience for analyst platform)

151. Margin of Safety Calculator

• Category: Personal Investing
• Slug: tools/personal-investing/margin-of-safety-calculator
• Intent: margin of safety calculator, intrinsic value minus market price, value investing discount
• Links to: /glossary/book-value/, /glossary/price-to-earnings-ratio/, /glossary/enterprise-value/

152. Rule of 40 Sector Scanner

• Category: Sector Benchmarks
• Slug: tools/sector-benchmarks/rule-of-40-scanner
• Intent: rule of 40 by company, SaaS rule of 40 ranking, which companies pass the rule of 40
• Links to: /companies/snowflake/, /companies/datadog/, /comparisons/salesforce-vs-hubspot/, /business-models/saas-business-model/
• Note: Replaces DCA Return Calculator (personal investing mechanics — wrong audience; DCA is already a glossary page). Rule of 40 Scanner is a natural pair with the Rule of 40 Score Calculator (tool 21).

153. Gross Margin by Segment Decomposition Calculator

• Category: Company Analysis
• Slug: tools/company-analysis/segment-gross-margin-decomposition
• Intent: gross margin by segment calculator, how segment mix affects blended margin, segment margin decomposition
• Links to: /glossary/gross-margin/, /glossary/segment-reporting/, /companies/apple/, /companies/microsoft/
• Note: Replaces Portfolio Concentration Calculator (personal portfolio management — wrong audience). This tool serves analysts decomposing why a company’s blended gross margin is changing over time as its segment mix shifts.

154. Capital Allocation Scorecard

• Category: Company Analysis
• Slug: tools/company-analysis/capital-allocation-scorecard
• Intent: capital allocation scorecard, how management deploys free cash flow, buybacks vs dividends vs capex vs acquisitions
• Links to: /glossary/free-cash-flow/, /glossary/share-buyback/, /glossary/return-on-equity/, /companies/apple/
• Note: Replaces Capital Gains Tax Calculator (personal tax filing tool — completely off-brand). Capital allocation analysis is one of the most common uses of a company’s FCF and cash flow statement pages.

Phase 9: Suggested Build Order

Week 65–66: Analyst tools — stock P&L, margin of safety, NRR benchmarker, Rule of 40 scanner, segment margin decomposition, capital allocation scorecard (tools 149–154) Week 67–68: QA, internal link audit, refresh high-traffic tools

Phase 10: M&A and Corporate Finance Calculators (Weeks 69–72)

These are used by finance students, analysts, and anyone researching acquisitions across the large-cap companies covered on Visuwire.

155. Acquisition Premium Calculator

• Category: M&A and Corporate Finance
• Slug: tools/ma-corporate-finance/acquisition-premium-calculator
• Intent: acquisition premium calculator, takeover premium formula, offer price vs pre-announcement price
• Links to: /glossary/enterprise-value/, /glossary/market-capitalization/, /glossary/book-value/

156. Accretion and Dilution Calculator

• Category: M&A and Corporate Finance
• Slug: tools/ma-corporate-finance/accretion-dilution-calculator
• Intent: accretion dilution calculator, EPS accretion from acquisition, merger dilution formula
• Links to: /glossary/earnings-per-share/, /glossary/enterprise-value/, /glossary/net-income/

157. Goodwill and Intangibles Calculator

• Category: M&A and Corporate Finance
• Slug: tools/ma-corporate-finance/goodwill-calculator
• Intent: goodwill calculator, purchase price allocation, goodwill formula in acquisition
• Links to: /glossary/book-value/, /glossary/enterprise-value/, /glossary/balance-sheet/

158. Basic LBO Return Calculator

• Category: M&A and Corporate Finance
• Slug: tools/ma-corporate-finance/lbo-return-calculator
• Intent: LBO return calculator, leveraged buyout IRR estimate, entry exit multiple with leverage
• Links to: /glossary/enterprise-value/, /glossary/ebitda/, /glossary/debt-to-equity-ratio/

Phase 10: Suggested Build Order

Week 69–70: M&A and corporate finance (tools 155–158) Week 71–72: Full roadmap QA, sitemap refresh, internal link audit across all tool pages

Phase 11: Sector Deep-Dive Calculators (Weeks 73–84)

Payments and Fintech

159. Total Payment Volume (TPV) Calculator

• Category: Sector Calculators — Payments
• Slug: tools/sector-calculators/tpv-calculator
• Intent: total payment volume calculator, TPV formula, payment processor volume metric
• Sector: /sectors/payments/
• Links to: /comparisons/visa-vs-mastercard/, /comparisons/paypal-vs-block/, /glossary/revenue/

160. Transaction Margin Calculator

• Category: Sector Calculators — Payments
• Slug: tools/sector-calculators/transaction-margin-calculator
• Intent: transaction margin calculator, net revenue as percent of payment volume, payment processor take rate
• Sector: /sectors/payments/
• Links to: /comparisons/visa-vs-mastercard/, /glossary/gross-margin/, /sectors/fintech/

161. Net Revenue Rate Calculator

• Category: Sector Calculators — Payments
• Slug: tools/sector-calculators/net-revenue-rate-calculator
• Intent: net revenue rate calculator, payment network yield on volume
• Sector: /sectors/payments/
• Links to: /comparisons/visa-vs-mastercard/, /companies/mastercard/, /companies/visa/

162. BNPL APR Calculator

• Category: Sector Calculators — Fintech
• Slug: tools/sector-calculators/bnpl-apr-calculator
• Intent: BNPL APR calculator, buy now pay later effective interest rate, Affirm interest cost
• Sector: /sectors/fintech/
• Links to: /companies/affirm/, /glossary/debt-to-equity-ratio/, /business-models/lending/

163. Payment Acceptance Rate Calculator

• Category: Sector Calculators — Payments
• Slug: tools/sector-calculators/payment-acceptance-rate-calculator
• Intent: payment acceptance rate calculator, approval rate formula, authorized vs attempted transactions
• Sector: /sectors/payments/
• Links to: /comparisons/paypal-vs-block/, /companies/paypal/, /companies/block/

Cybersecurity, Cloud, and Enterprise Software

164. ARR per Customer Calculator

• Category: Sector Calculators — Cybersecurity / Cloud
• Slug: tools/sector-calculators/arr-per-customer-calculator
• Intent: ARR per customer calculator, average contract value from ARR, enterprise software ARPU
• Sector: /sectors/cybersecurity/
• Links to: /comparisons/crowdstrike-vs-palo-alto/, /companies/crowdstrike/, /business-models/saas/

165. Net Revenue Retention Calculator

• Category: Sector Calculators — Cloud / Enterprise Software
• Slug: tools/sector-calculators/net-revenue-retention-calculator
• Intent: net revenue retention calculator, NRR formula, dollar-based net retention rate
• Sector: /sectors/cloudcomputing/
• Links to: /comparisons/salesforce-vs-oracle/, /business-models/saas/, /glossary/revenue/

166. Cloud Revenue Mix Calculator

• Category: Sector Calculators — Enterprise Software
• Slug: tools/sector-calculators/cloud-revenue-mix-calculator
• Intent: cloud revenue mix calculator, cloud vs on-premise revenue split, SaaS transition metric
• Sector: /sectors/enterprisesoftware/
• Links to: /comparisons/salesforce-vs-oracle/, /comparisons/adobe-vs-salesforce/, /business-models/saas/

167. Security Spend as Percent of IT Budget Calculator

• Category: Sector Calculators — Cybersecurity
• Slug: tools/sector-calculators/security-budget-ratio-calculator
• Intent: security spend as percent of IT budget, cybersecurity budget benchmark
• Sector: /sectors/cybersecurity/
• Links to: /comparisons/crowdstrike-vs-palo-alto/, /companies/palo-alto-networks/, /sectors/cybersecurity/

Automotive

168. Vehicle Average Selling Price Calculator

• Category: Sector Calculators — Automotive
• Slug: tools/sector-calculators/vehicle-asp-calculator
• Intent: vehicle average selling price calculator, ASP formula, automotive revenue per unit
• Sector: /sectors/automotive/
• Links to: /comparisons/ford-vs-gm/, /companies/ford/, /companies/tesla/

169. Gross Margin per Vehicle Calculator

• Category: Sector Calculators — Automotive
• Slug: tools/sector-calculators/gross-margin-per-vehicle-calculator
• Intent: gross margin per vehicle calculator, auto unit economics, EV gross margin per car
• Sector: /sectors/automotive/
• Links to: /companies/tesla/, /comparisons/tesla-vs-rivian/, /glossary/gross-margin/

170. Automotive Inventory Days Supply Calculator

• Category: Sector Calculators — Automotive
• Slug: tools/sector-calculators/inventory-days-supply-calculator
• Intent: automotive inventory days supply calculator, days supply of vehicles, dealer inventory metric
• Sector: /sectors/automotive/
• Links to: /comparisons/ford-vs-gm/, /glossary/working-capital/, /glossary/cash-flow-statement/

171. EV Penetration Rate Calculator

• Category: Sector Calculators — Automotive
• Slug: tools/sector-calculators/ev-penetration-rate-calculator
• Intent: EV penetration rate calculator, electric vehicle market share formula
• Sector: /sectors/electricvehicles/
• Links to: /companies/tesla/, /comparisons/tesla-vs-rivian/, /sectors/automotive/

Logistics

172. Cost per Package Calculator

• Category: Sector Calculators — Logistics
• Slug: tools/sector-calculators/cost-per-package-calculator
• Intent: cost per package calculator, logistics unit cost formula, parcel cost efficiency
• Sector: /sectors/logistics/
• Links to: /comparisons/fedex-vs-ups/, /companies/fedex/, /companies/ups/

173. Revenue per Shipment Calculator

• Category: Sector Calculators — Logistics
• Slug: tools/sector-calculators/revenue-per-shipment-calculator
• Intent: revenue per shipment calculator, yield per package formula, shipping revenue efficiency
• Sector: /sectors/logistics/
• Links to: /comparisons/fedex-vs-ups/, /glossary/revenue/, /glossary/operating-margin/

174. On-Time Delivery Rate Calculator

• Category: Sector Calculators — Logistics
• Slug: tools/sector-calculators/on-time-delivery-rate-calculator
• Intent: on-time delivery rate calculator, OTD formula, logistics service level metric
• Sector: /sectors/logistics/
• Links to: /comparisons/fedex-vs-ups/, /companies/ups/, /companies/fedex/

175. Freight Revenue per Ton-Mile Calculator

• Category: Sector Calculators — Logistics
• Slug: tools/sector-calculators/freight-revenue-per-ton-mile-calculator
• Intent: freight revenue per ton-mile calculator, trucking yield formula
• Sector: /sectors/logistics/
• Links to: /sectors/logistics/, /comparisons/fedex-vs-ups/, /glossary/revenue/

Healthcare

176. Medical Loss Ratio Calculator

• Category: Sector Calculators — Healthcare
• Slug: tools/sector-calculators/medical-loss-ratio-calculator
• Intent: medical loss ratio calculator, MLR formula, health insurance claims ratio
• Sector: /sectors/healthcare/
• Links to: /companies/unitedhealth/, /glossary/gross-margin/, /sectors/healthcare/

177. Revenue per Member Calculator

• Category: Sector Calculators — Healthcare
• Slug: tools/sector-calculators/revenue-per-member-calculator
• Intent: revenue per member calculator, managed care PMPM, premium per enrolled member
• Sector: /sectors/healthcare/
• Links to: /companies/unitedhealth/, /glossary/revenue/, /sectors/healthcare/

178. Same-Store Pharmacy Sales Calculator

• Category: Sector Calculators — Healthcare
• Slug: tools/sector-calculators/same-store-pharmacy-sales-calculator
• Intent: same-store pharmacy sales calculator, comparable pharmacy growth formula
• Sector: /sectors/healthcare/
• Links to: /comparisons/walgreens-vs-cvs/, /companies/cvs-health/, /glossary/revenue/

179. Healthcare Adjusted Admissions Calculator

• Category: Sector Calculators — Healthcare
• Slug: tools/sector-calculators/adjusted-admissions-calculator
• Intent: adjusted admissions calculator, hospital revenue per adjusted admission
• Sector: /sectors/healthcare/
• Links to: /sectors/healthcare/, /glossary/revenue/, /glossary/operating-margin/

Industrials

180. Backlog to Revenue Ratio Calculator

• Category: Sector Calculators — Industrials
• Slug: tools/sector-calculators/backlog-to-revenue-ratio-calculator
• Intent: backlog to revenue ratio calculator, order backlog coverage ratio, industrial visibility metric
• Sector: /sectors/industrials/
• Links to: /companies/caterpillar/, /companies/deere/, /glossary/revenue/

181. Organic vs Inorganic Revenue Growth Calculator

• Category: Sector Calculators — Industrials
• Slug: tools/sector-calculators/organic-vs-inorganic-growth-calculator
• Intent: organic vs inorganic revenue growth calculator, acquisition-adjusted growth decomposition
• Sector: /sectors/industrials/
• Links to: /companies/honeywell/, /glossary/revenue/, /glossary/ebitda/

182. Aftermarket Revenue Mix Calculator

• Category: Sector Calculators — Industrials
• Slug: tools/sector-calculators/aftermarket-revenue-mix-calculator
• Intent: aftermarket revenue mix calculator, services vs equipment revenue split, recurring vs one-time industrial revenue
• Sector: /sectors/industrials/
• Links to: /companies/caterpillar/, /companies/deere/, /glossary/gross-margin/

Aerospace and Defense

183. Defense Revenue Mix Calculator

• Category: Sector Calculators — Aerospace/Defense
• Slug: tools/sector-calculators/defense-revenue-mix-calculator
• Intent: defense revenue mix calculator, government vs commercial revenue split, defense contractor revenue breakdown
• Sector: /sectors/aerospace-defense/
• Links to: /companies/lockheed-martin/, /companies/boeing/, /comparisons/boeing-vs-airbus/

184. Aerospace Backlog Coverage Ratio Calculator

• Category: Sector Calculators — Aerospace/Defense
• Slug: tools/sector-calculators/aerospace-backlog-coverage-calculator
• Intent: aerospace backlog coverage ratio, years of revenue in backlog, aircraft order backlog formula
• Sector: /sectors/aerospace-defense/
• Links to: /companies/boeing/, /comparisons/boeing-vs-airbus/, /glossary/revenue/

185. Cost-Plus Contract Margin Calculator

• Category: Sector Calculators — Aerospace/Defense
• Slug: tools/sector-calculators/cost-plus-margin-calculator
• Intent: cost-plus contract margin calculator, defense contract profitability, fee on cost formula
• Sector: /sectors/aerospace-defense/
• Links to: /companies/lockheed-martin/, /sectors/aerospace-defense/, /glossary/operating-margin/

Consumer Staples

186. Volume Price Mix Decomposition Calculator

• Category: Sector Calculators — Consumer Staples
• Slug: tools/sector-calculators/volume-price-mix-calculator
• Intent: volume price mix calculator, organic revenue decomposition, CPG revenue attribution
• Sector: /sectors/consumerstaples/
• Links to: /comparisons/coca-cola-vs-pepsi/, /companies/coca-cola/, /glossary/revenue/

187. Organic Revenue Growth Calculator

• Category: Sector Calculators — Consumer Staples
• Slug: tools/sector-calculators/organic-revenue-growth-calculator
• Intent: organic revenue growth calculator, constant currency growth, adjusted revenue growth formula
• Sector: /sectors/consumerstaples/
• Links to: /comparisons/coca-cola-vs-pepsi/, /glossary/revenue/, /glossary/net-income/

188. Consumer Staples Pricing Power Calculator

• Category: Sector Calculators — Consumer Staples
• Slug: tools/sector-calculators/pricing-power-calculator
• Intent: pricing power calculator, price increase pass-through rate, consumer goods margin sensitivity
• Sector: /sectors/consumerstaples/
• Links to: /comparisons/coca-cola-vs-pepsi/, /glossary/gross-margin/, /glossary/operating-margin/

Consumer Apparel

189. Direct-to-Consumer Revenue Mix Calculator

• Category: Sector Calculators — Consumer Apparel
• Slug: tools/sector-calculators/dtc-revenue-mix-calculator
• Intent: direct to consumer revenue mix calculator, DTC vs wholesale revenue split, apparel channel mix
• Sector: /sectors/consumer-apparel/
• Links to: /comparisons/lululemon-vs-nike/, /comparisons/nike-vs-adidas/, /glossary/gross-margin/

190. Apparel Gross Margin by Channel Calculator

• Category: Sector Calculators — Consumer Apparel
• Slug: tools/sector-calculators/apparel-channel-margin-calculator
• Intent: apparel gross margin by channel, DTC vs wholesale margin difference, retail channel profitability
• Sector: /sectors/consumer-apparel/
• Links to: /comparisons/lululemon-vs-nike/, /glossary/gross-margin/, /business-models/direct-to-consumer/

Online Dating

191. Paying Subscriber Rate Calculator

• Category: Sector Calculators — Online Dating
• Slug: tools/sector-calculators/paying-subscriber-rate-calculator
• Intent: paying subscriber rate calculator, freemium conversion rate, free to paid conversion formula
• Sector: /sectors/onlinedating/
• Links to: /companies/bumble/, /glossary/revenue/, /business-models/subscription/

192. ARPPU Calculator

• Category: Sector Calculators — Online Dating / Consumer Apps
• Slug: tools/sector-calculators/arppu-calculator
• Intent: ARPPU calculator, average revenue per paying user formula, freemium monetization metric
• Sector: /sectors/onlinedating/
• Links to: /companies/bumble/, /glossary/revenue/, /business-models/subscription/

Online Gambling

193. Gross Gaming Revenue Calculator

• Category: Sector Calculators — Online Gambling
• Slug: tools/sector-calculators/ggr-calculator
• Intent: gross gaming revenue calculator, GGR formula, wagering revenue before bonuses
• Sector: /sectors/onlinegambling/
• Links to: /sectors/onlinegambling/, /glossary/revenue/, /glossary/gross-margin/

194. Net Gaming Revenue Calculator

• Category: Sector Calculators — Online Gambling
• Slug: tools/sector-calculators/ngr-calculator
• Intent: net gaming revenue calculator, NGR formula, GGR minus bonuses and promotions
• Sector: /sectors/onlinegambling/
• Links to: /sectors/onlinegambling/, /glossary/gross-margin/, /glossary/net-income/

195. Hold Percentage Calculator

• Category: Sector Calculators — Online Gambling
• Slug: tools/sector-calculators/hold-percentage-calculator
• Intent: hold percentage calculator, casino hold formula, gross gaming revenue as percent of handle
• Sector: /sectors/onlinegambling/
• Links to: /sectors/onlinegambling/, /glossary/gross-margin/, /glossary/revenue/

Networking and Data Center Infrastructure

196. Power Usage Effectiveness Calculator

• Category: Sector Calculators — Data Center
• Slug: tools/sector-calculators/pue-calculator
• Intent: PUE calculator, power usage effectiveness formula, data center energy efficiency metric
• Sector: /sectors/datacenterinfrastructure/
• Links to: /companies/arista-networks/, /sectors/datacenterinfrastructure/, /glossary/operating-margin/

197. Revenue per Rack Calculator

• Category: Sector Calculators — Data Center
• Slug: tools/sector-calculators/revenue-per-rack-calculator
• Intent: revenue per rack calculator, colocation revenue density, data center yield per rack unit
• Sector: /sectors/datacenterinfrastructure/
• Links to: /sectors/datacenterinfrastructure/, /glossary/revenue/, /glossary/gross-margin/

Phase 11: Suggested Build Order

Week 73–74: Payments + fintech (tools 159–163) Week 75–76: Cybersecurity + cloud + enterprise software (tools 164–167) Week 77–78: Automotive + logistics (tools 168–175) Week 79–80: Healthcare (tools 176–179) Week 81–82: Industrials + aerospace/defense (tools 180–185) Week 83–84: Consumer staples + apparel + online dating + gambling + networking (tools 186–197)

Phase 12: Bond and Fixed Income Calculators (Weeks 85–88)

These capture a large block of educational finance search that no company-analysis site currently owns. Bond metrics are also essential context for valuation — every DCF and discount rate discussion links back here.

198. Current Yield Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/current-yield-calculator
• Intent: current yield calculator, bond current yield formula, coupon divided by price
• Links to: /glossary/enterprise-value/, /glossary/debt-to-equity-ratio/, /tools/formula-calculators/earnings-yield-vs-bond-yield-calculator/

199. Yield to Maturity Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/ytm-calculator
• Intent: yield to maturity calculator, YTM formula, bond yield to maturity
• Links to: /glossary/enterprise-value/, /tools/formula-calculators/wacc-calculator/, /glossary/debt-to-equity-ratio/

200. Bond Price Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/bond-price-calculator
• Intent: bond price calculator, present value of bond formula, how to calculate bond price
• Links to: /glossary/enterprise-value/, /glossary/book-value/, /tools/formula-calculators/wacc-calculator/

201. Macaulay Duration Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/macaulay-duration-calculator
• Intent: Macaulay duration calculator, bond duration formula, weighted average time to cash flows
• Links to: /glossary/enterprise-value/, /tools/bonds/ytm-calculator/, /glossary/debt-to-equity-ratio/

202. Modified Duration Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/modified-duration-calculator
• Intent: modified duration calculator, bond price sensitivity to interest rates
• Links to: /tools/bonds/macaulay-duration-calculator/, /glossary/debt-to-equity-ratio/, /glossary/enterprise-value/

203. Credit Spread Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/credit-spread-calculator
• Intent: credit spread calculator, bond yield minus risk-free rate, corporate bond spread formula
• Links to: /glossary/debt-to-equity-ratio/, /glossary/ebitda/, /tools/formula-calculators/wacc-calculator/

204. Zero-Coupon Bond Price Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/zero-coupon-bond-calculator
• Intent: zero coupon bond price calculator, discount bond price formula
• Links to: /glossary/enterprise-value/, /tools/bonds/ytm-calculator/, /glossary/market-capitalization/

205. Bond Equivalent Yield Calculator

• Category: Bond and Fixed Income
• Slug: tools/bonds/bond-equivalent-yield-calculator
• Intent: bond equivalent yield calculator, BEY formula, annualizing short-term bond yields
• Links to: /tools/bonds/current-yield-calculator/, /glossary/dividend-yield/, /glossary/enterprise-value/

Phase 12: Suggested Build Order

Week 85–86: Core bond calculators — current yield, YTM, bond price, zero-coupon (tools 198–204) Week 87–88: Spread and duration calculators (tools 201–205)

Phase 13: Macro Impact, Advanced SaaS, and Media Calculators (Weeks 89–92)

Macroeconomic Impact Calculators

206. FX Impact on Revenue Calculator

• Category: Macro Impact
• Slug: tools/macro/fx-impact-on-revenue-calculator
• Intent: FX impact on revenue calculator, foreign exchange revenue headwind, constant currency revenue growth
• Links to: /companies/apple/, /companies/microsoft/, /companies/nike/

207. Inflation Impact on Real Revenue Calculator

• Category: Macro Impact
• Slug: tools/macro/inflation-impact-on-revenue-calculator
• Intent: inflation impact on revenue calculator, real vs nominal revenue growth, inflation-adjusted sales growth
• Links to: /glossary/revenue/, /comparisons/coca-cola-vs-pepsi/, /glossary/gross-margin/

208. Interest Rate Sensitivity Calculator

• Category: Macro Impact
• Slug: tools/macro/interest-rate-sensitivity-calculator
• Intent: interest rate sensitivity calculator, how rate changes affect company valuation, DCF sensitivity to discount rate
• Links to: /tools/formula-calculators/wacc-calculator/, /tools/formula-calculators/dcf-lite/, /glossary/enterprise-value/

209. Cost of Debt Refinancing Impact Calculator

• Category: Macro Impact
• Slug: tools/macro/debt-refinancing-impact-calculator
• Intent: debt refinancing impact calculator, interest expense change from rate shift, fixed vs floating rate debt cost
• Links to: /glossary/debt-to-equity-ratio/, /tools/formula-calculators/after-tax-cost-of-debt-calculator/, /glossary/ebitda/

Advanced SaaS Metrics

210. Net MRR Movement Calculator

• Category: Advanced SaaS
• Slug: tools/business-models/net-mrr-movement-calculator
• Intent: net MRR movement calculator, new MRR plus expansion minus contraction minus churn
• Links to: /business-models/saas/, /tools/formula-calculators/mrr-to-arr-calculator/, /business-models/subscription/

211. Expansion MRR Calculator

• Category: Advanced SaaS
• Slug: tools/business-models/expansion-mrr-calculator
• Intent: expansion MRR calculator, upsell and cross-sell revenue growth formula, net expansion rate
• Links to: /business-models/saas/, /tools/sector-calculators/net-revenue-retention-calculator/, /glossary/revenue/

212. SaaS Quick Ratio Calculator

• Category: Advanced SaaS
• Slug: tools/business-models/saas-quick-ratio-calculator
• Intent: SaaS quick ratio calculator, growth efficiency metric, new plus expansion MRR divided by churn plus contraction
• Links to: /business-models/saas/, /tools/formula-calculators/churn-rate-calculator/, /glossary/free-cash-flow/

213. Magic Number Sales Efficiency Calculator

• Category: Advanced SaaS
• Slug: tools/business-models/magic-number-calculator
• Intent: Magic Number calculator, SaaS sales efficiency formula, incremental ARR per sales spend
• Links to: /business-models/saas/, /tools/formula-calculators/cac-calculator/, /glossary/gross-margin/

Media and Entertainment

214. Box Office Market Share Calculator

• Category: Sector Calculators — Media/Entertainment
• Slug: tools/sector-calculators/box-office-market-share-calculator
• Intent: box office market share calculator, studio market share formula, weekend box office share
• Sector: /sectors/media-entertainment/
• Links to: /sectors/media-entertainment/, /comparisons/netflix-vs-disney/, /glossary/revenue/

215. Streaming Revenue per Hour Viewed Calculator

• Category: Sector Calculators — Streaming
• Slug: tools/sector-calculators/revenue-per-hour-viewed-calculator
• Intent: streaming revenue per hour viewed calculator, content monetization efficiency formula
• Sector: /sectors/streaming/
• Links to: /companies/netflix/, /comparisons/netflix-vs-disney/, /glossary/revenue/

Phase 13: Suggested Build Order

Week 89–90: Macro impact (tools 206–209) Week 91–92: Advanced SaaS + media (tools 210–215)

Phase 14: Options and Derivatives Calculators (Weeks 93–96)

The single largest uncovered high-traffic financial calculator category. Options search volume rivals the entire formula calculator category combined. Each page links naturally to company pages for the underlying stocks covered on Visuwire.

216. Black-Scholes Option Price Calculator

• Category: Options and Derivatives
• Slug: tools/options/black-scholes-calculator
• Intent: Black-Scholes calculator, option pricing formula, call and put option price
• Links to: /glossary/market-capitalization/, /glossary/enterprise-value/, /glossary/earnings-per-share/

217. Options Delta Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-delta-calculator
• Intent: options delta calculator, delta greek formula, option price sensitivity to stock price
• Links to: /tools/options/black-scholes-calculator/, /glossary/market-capitalization/, /glossary/earnings-per-share/

218. Options Gamma Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-gamma-calculator
• Intent: options gamma calculator, gamma greek formula, rate of change of delta
• Links to: /tools/options/options-delta-calculator/, /tools/options/black-scholes-calculator/, /glossary/market-capitalization/

219. Options Theta Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-theta-calculator
• Intent: options theta calculator, time decay calculator, option theta formula
• Links to: /tools/options/black-scholes-calculator/, /glossary/market-capitalization/, /glossary/earnings-per-share/

220. Options Vega Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-vega-calculator
• Intent: options vega calculator, implied volatility sensitivity, vega greek formula
• Links to: /tools/options/black-scholes-calculator/, /glossary/market-capitalization/, /glossary/enterprise-value/

221. Options Rho Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-rho-calculator
• Intent: options rho calculator, interest rate sensitivity of options, rho greek formula
• Links to: /tools/options/black-scholes-calculator/, /tools/formula-calculators/wacc-calculator/, /glossary/enterprise-value/

222. Covered Call Return Calculator

• Category: Options and Derivatives
• Slug: tools/options/covered-call-return-calculator
• Intent: covered call return calculator, covered call yield, call writing premium income
• Links to: /glossary/dividend-yield/, /glossary/market-capitalization/, /glossary/earnings-per-share/

223. Cash-Secured Put Return Calculator

• Category: Options and Derivatives
• Slug: tools/options/cash-secured-put-calculator
• Intent: cash-secured put return calculator, put writing yield, cash secured put annualized return
• Links to: /glossary/market-capitalization/, /glossary/dividend-yield/, /glossary/earnings-per-share/

224. Options Break-Even Price Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-break-even-calculator
• Intent: options break-even price calculator, call and put break-even at expiry formula
• Links to: /tools/options/black-scholes-calculator/, /glossary/market-capitalization/, /glossary/earnings-per-share/

225. Put-Call Parity Calculator

• Category: Options and Derivatives
• Slug: tools/options/put-call-parity-calculator
• Intent: put-call parity calculator, put-call parity formula, synthetic option pricing
• Links to: /tools/options/black-scholes-calculator/, /glossary/enterprise-value/, /glossary/market-capitalization/

226. Options Profit and Loss Calculator

• Category: Options and Derivatives
• Slug: tools/options/options-pnl-calculator
• Intent: options profit and loss calculator, option trade P&L at expiry, options payoff diagram
• Links to: /tools/options/black-scholes-calculator/, /glossary/earnings-per-share/, /glossary/market-capitalization/

227. Intrinsic vs Time Value Calculator

• Category: Options and Derivatives
• Slug: tools/options/intrinsic-vs-time-value-calculator
• Intent: intrinsic value vs time value calculator, option premium decomposition formula
• Links to: /tools/options/black-scholes-calculator/, /glossary/market-capitalization/, /glossary/price-to-earnings-ratio/

Phase 14: Suggested Build Order

Week 93–94: Black-Scholes, Greeks — Delta, Gamma, Theta, Vega, Rho (tools 216–221) Week 95–96: Strategy calculators — covered call, cash-secured put, break-even, P&L, put-call parity, intrinsic vs time value (tools 222–227)

Phase 15: Portfolio Risk and Performance Calculators (Weeks 97–100)

Heavily searched by finance students, CFA candidates, and self-directed investors. These are foundational risk metrics taught in every finance curriculum and searched year-round regardless of market conditions.

228. Sharpe Ratio Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/sharpe-ratio-calculator
• Intent: Sharpe ratio calculator, risk-adjusted return formula, reward to variability ratio
• Links to: /glossary/return-on-equity/, /glossary/dividend-yield/, /glossary/market-capitalization/

229. Sortino Ratio Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/sortino-ratio-calculator
• Intent: Sortino ratio calculator, downside deviation adjusted return, Sortino ratio formula
• Links to: /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/return-on-equity/, /glossary/market-capitalization/

230. Treynor Ratio Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/treynor-ratio-calculator
• Intent: Treynor ratio calculator, reward to systematic risk formula, Treynor measure
• Links to: /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/return-on-equity/, /glossary/market-capitalization/

231. Beta Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/beta-calculator
• Intent: beta calculator, stock beta formula, systematic risk vs market, how to calculate beta
• Links to: /glossary/market-capitalization/, /tools/formula-calculators/capm-calculator/, /glossary/return-on-equity/

232. Standard Deviation of Returns Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/standard-deviation-of-returns-calculator
• Intent: standard deviation of returns calculator, investment volatility formula, portfolio standard deviation
• Links to: /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/market-capitalization/, /glossary/return-on-equity/

233. Coefficient of Variation Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/coefficient-of-variation-calculator
• Intent: coefficient of variation calculator, CV formula, risk per unit of return
• Links to: /tools/portfolio-risk/standard-deviation-of-returns-calculator/, /glossary/return-on-equity/, /glossary/earnings-per-share/

234. Value at Risk Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/var-calculator
• Intent: value at risk calculator, VaR formula, portfolio loss probability estimate
• Links to: /tools/portfolio-risk/standard-deviation-of-returns-calculator/, /glossary/market-capitalization/, /glossary/enterprise-value/

235. Maximum Drawdown Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/maximum-drawdown-calculator
• Intent: maximum drawdown calculator, peak to trough loss formula, drawdown percentage
• Links to: /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/market-capitalization/, /glossary/return-on-equity/

236. Calmar Ratio Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/calmar-ratio-calculator
• Intent: Calmar ratio calculator, return to max drawdown ratio, fund risk-adjusted performance
• Links to: /tools/portfolio-risk/maximum-drawdown-calculator/, /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/return-on-equity/

237. Portfolio Expected Return Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/portfolio-expected-return-calculator
• Intent: portfolio expected return calculator, weighted average return formula, multi-asset expected return
• Links to: /tools/formula-calculators/capm-calculator/, /glossary/return-on-equity/, /glossary/dividend-yield/

238. Portfolio Variance and Standard Deviation Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/portfolio-variance-calculator
• Intent: portfolio variance calculator, two-asset portfolio standard deviation, portfolio risk formula
• Links to: /tools/portfolio-risk/standard-deviation-of-returns-calculator/, /tools/portfolio-risk/beta-calculator/, /glossary/market-capitalization/

239. Correlation Coefficient Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/correlation-coefficient-calculator
• Intent: correlation coefficient calculator, asset correlation formula, diversification benefit calculator
• Links to: /tools/portfolio-risk/portfolio-variance-calculator/, /glossary/portfolio-diversification/, /glossary/market-capitalization/

273. Days to Cover (Short Interest Ratio) Calculator

• Category: Portfolio Risk
• Slug: tools/portfolio-risk/short-interest-days-to-cover-calculator
• Intent: days to cover calculator, short interest ratio formula, short squeeze risk signal for fundamental investors
• Links to: /tools/portfolio-risk/sharpe-ratio-calculator/, /glossary/market-capitalization/, /glossary/share-buyback/

Phase 15: Suggested Build Order

Week 97–98: Core risk metrics — Sharpe, Sortino, Treynor, Beta, standard deviation (tools 228–232) Week 99–100: Advanced risk — VaR, max drawdown, Calmar, portfolio variance, correlation (tools 233–239)

Phase 16: ETF and Fund Analysis Calculators (Weeks 101–104)

Passive investing is the dominant retail investment strategy. Millions of people research ETFs and mutual funds — but almost no site pairs these calculators with the underlying sector and company context that Visuwire provides.

240. ETF Expense Ratio 10-Year Drag Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/expense-ratio-drag-calculator
• Intent: ETF expense ratio calculator, 10-year cost of expense ratio, fund fee drag on returns
• Links to: /glossary/etf/, /glossary/index-fund/, /glossary/compound-interest/

241. ETF Tracking Error Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/tracking-error-calculator
• Intent: ETF tracking error calculator, tracking error formula, index fund vs benchmark divergence
• Links to: /glossary/etf/, /glossary/index-fund/, /tools/portfolio-risk/standard-deviation-of-returns-calculator/

242. Fund Turnover Cost Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/fund-turnover-cost-calculator
• Intent: fund turnover cost calculator, trading cost from portfolio turnover, hidden fund cost formula
• Links to: /glossary/etf/, /glossary/mutual-fund/, /glossary/index-fund/

243. Tax Drag Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/tax-drag-calculator
• Intent: tax drag calculator, fund distribution tax cost, after-tax return vs pre-tax return
• Links to: /glossary/etf/, /glossary/mutual-fund/, /tools/personal-investing/capital-gains-tax-calculator/

244. Active vs Passive Fund Return Comparator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/active-vs-passive-comparator
• Intent: active vs passive fund return calculator, net-of-fees active fund outperformance required
• Links to: /glossary/etf/, /glossary/mutual-fund/, /glossary/index-fund/

245. ETF Premium and Discount to NAV Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/etf-premium-discount-calculator
• Intent: ETF premium discount to NAV calculator, market price vs net asset value, ETF arbitrage spread
• Links to: /glossary/etf/, /glossary/market-capitalization/, /glossary/book-value/

246. Index Reconstitution Impact Calculator

• Category: ETF and Fund Analysis
• Slug: tools/etf-funds/index-reconstitution-calculator
• Intent: index reconstitution impact calculator, index rebalancing price impact, addition to S&P 500 effect
• Links to: /glossary/etf/, /glossary/index-fund/, /glossary/market-capitalization/

Phase 16: Suggested Build Order

Week 101–102: Expense ratio drag, tracking error, turnover cost, tax drag (tools 240–243) Week 103–104: Active vs passive, ETF premium/discount, reconstitution impact (tools 244–246)

Phase 17: IPO and Capital Markets Calculators (Weeks 105–108)

Direct fit with Visuwire’s 300-company entity coverage. Many of the most-trafficked company pages — Coinbase, Robinhood, Airbnb, Rivian, Arm Holdings — went public in recent years. IPO calculators anchor naturally to those pages and capture decision-intent search around newly public companies.

247. IPO Valuation Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/ipo-valuation-calculator
• Intent: IPO valuation calculator, revenue multiple implied at offer price, IPO implied EV
• Links to: /companies/coinbase/, /companies/robinhood/, /companies/arm-holdings/

248. IPO First-Day Return Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/ipo-first-day-return-calculator
• Intent: IPO first-day return calculator, IPO pop calculator, offer price to close return
• Links to: /companies/airbnb/, /companies/rivian/, /companies/coinbase/

249. IPO Lock-Up Expiry Float Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/ipo-lockup-expiry-calculator
• Intent: IPO lock-up expiry calculator, float increase from lock-up expiry, insider share unlock impact
• Links to: /companies/rivian/, /companies/arm-holdings/, /companies/coinbase/

250. Post-IPO Dilution Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/post-ipo-dilution-calculator
• Intent: post-IPO dilution calculator, equity dilution from new share issuance, diluted share count impact
• Links to: /glossary/earnings-per-share/, /companies/coinbase/, /tools/formula-calculators/share-dilution-impact-calculator/

251. SPAC NAV and Redemption Rate Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/spac-nav-calculator
• Intent: SPAC NAV calculator, SPAC redemption rate formula, blank check company trust value
• Links to: /glossary/market-capitalization/, /glossary/enterprise-value/, /glossary/book-value/

252. Secondary Offering Dilution Calculator

• Category: IPO and Capital Markets
• Slug: tools/ipo-capital-markets/secondary-offering-dilution-calculator
• Intent: secondary offering dilution calculator, follow-on offering EPS impact, share count increase from secondary
• Links to: /glossary/earnings-per-share/, /glossary/market-capitalization/, /tools/formula-calculators/share-dilution-impact-calculator/

Phase 17: Suggested Build Order

Week 105–106: IPO valuation, first-day return, lock-up expiry (tools 247–249) Week 107–108: Post-IPO dilution, SPAC, secondary offering (tools 250–252)

Phase 18: Advanced Fixed Income Calculators (Weeks 109–112)

Phase 12 covers core bond metrics. These eight tools fill the high-traffic gaps: municipal bond tax-equivalent yield is one of the most searched bond topics on the web, and preferred stock, convertible bonds, and TIPS are searched by millions of income investors.

255. Callable Bond Yield to Call (YTC) Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/callable-bond-ytc-calculator
• Intent: yield to call calculator, callable bond YTC formula, call date bond return
• Links to: /tools/bonds/yield-to-maturity-calculator/, /glossary/debt-to-equity-ratio/, /glossary/net-income/

256. Convertible Bond Conversion Premium Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/convertible-bond-conversion-premium-calculator
• Intent: convertible bond conversion premium calculator, conversion ratio formula, convertible note parity value
• Links to: /glossary/earnings-per-share/, /glossary/market-capitalization/, /tools/bonds/yield-to-maturity-calculator/

257. Preferred Stock Yield Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/preferred-stock-yield-calculator
• Intent: preferred stock yield calculator, cumulative preferred dividend yield, preferred stock vs common stock return
• Links to: /glossary/dividend-yield/, /glossary/earnings-per-share/, /glossary/market-capitalization/

258. Bond Ladder Return Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/bond-ladder-calculator
• Intent: bond ladder calculator, laddered bond portfolio return, bond maturity reinvestment schedule
• Links to: /tools/bonds/yield-to-maturity-calculator/, /glossary/compound-interest/, /glossary/net-income/

259. Yield Curve Spread Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/yield-curve-spread-calculator
• Intent: yield curve spread calculator, 2s10s spread, inverted yield curve indicator, recession signal
• Links to: /tools/bonds/credit-spread-calculator/, /glossary/debt-to-equity-ratio/, /glossary/net-income/

260. High-Yield Bond Spread Calculator

• Category: Advanced Fixed Income
• Slug: tools/bonds/high-yield-bond-spread-calculator
• Intent: high yield bond spread calculator, junk bond spread vs Treasury, credit risk premium formula
• Links to: /tools/bonds/credit-spread-calculator/, /glossary/debt-to-equity-ratio/, /glossary/enterprise-value/

Phase 18: Suggested Build Order

Week 109–110: Callable YTC, convertible bond premium (tools 255–256) Week 111–112: Preferred stock yield, bond ladder, yield curve spread, high-yield spread (tools 257–260)

Phase 19: Cryptocurrency and Digital Asset Analysis Calculators (Weeks 113–116)

Visuwire covers Coinbase, Block, Robinhood, and MicroStrategy as entity pages. Crypto analysis tools anchor to those pages, capture the large audience of crypto investors researching valuation and yield, and sit in a category where most finance sites have no coverage.

274. Crypto Market Cap and Fully Diluted Valuation Calculator

• Category: Cryptocurrency Analysis
• Slug: tools/crypto/crypto-market-cap-calculator
• Intent: crypto market cap calculator, fully diluted valuation crypto formula, circulating vs total supply
• Links to: /companies/coinbase/, /companies/block/, /glossary/market-capitalization/

275. NVT Ratio Calculator (Network Value to Transactions)

• Category: Cryptocurrency Analysis
• Slug: tools/crypto/nvt-ratio-calculator
• Intent: NVT ratio calculator, network value to transactions crypto, bitcoin valuation ratio formula
• Links to: /companies/coinbase/, /glossary/price-to-earnings-ratio/, /glossary/market-capitalization/

276. Crypto vs S&P 500 Return Comparator

• Category: Cryptocurrency Analysis
• Slug: tools/crypto/crypto-vs-sp500-comparator
• Intent: bitcoin vs S&P 500 return calculator, crypto vs stock return comparison, digital asset vs equity
• Links to: /companies/coinbase/, /companies/robinhood/, /glossary/return-on-equity/

277. Staking Yield Calculator

• Category: Cryptocurrency Analysis
• Slug: tools/crypto/staking-yield-calculator
• Intent: crypto staking yield calculator, proof of stake APY calculator, staking reward rate formula
• Links to: /companies/coinbase/, /glossary/dividend-yield/, /glossary/compound-interest/

280. Crypto Cost Basis and Capital Gain Calculator

• Category: Cryptocurrency Analysis
• Slug: tools/crypto/crypto-cost-basis-calculator
• Intent: crypto cost basis calculator, bitcoin capital gains tax, crypto average cost basis FIFO LIFO
• Links to: /tools/personal-investing/capital-gains-tax-calculator/, /companies/coinbase/, /glossary/earnings-per-share/

Phase 19: Suggested Build Order

Week 113–114: Crypto market cap/FDV, NVT ratio, crypto vs S&P 500 (tools 274–276) Week 115–116: Staking yield, crypto cost basis (tools 277, 280)

Phase 20: Commodity and Natural Resource Analysis Calculators (Weeks 117–120)

Visuwire covers major commodity-linked companies — ExxonMobil, Chevron, ConocoPhillips, Pioneer, Barrick Gold, Newmont, Freeport-McMoRan. Oil break-even and gold AISC calculators are searched regularly by energy and mining investors and lack high-quality dedicated tool pages anywhere on the web.

281. Oil Company Break-Even Price Calculator

• Category: Commodity Analysis
• Slug: tools/commodity/oil-break-even-calculator
• Intent: oil company break-even price calculator, WTI break-even per barrel, upstream oil profitability threshold
• Links to: /companies/exxonmobil/, /companies/chevron/, /sectors/energy/

283. Natural Gas Break-Even Calculator

• Category: Commodity Analysis
• Slug: tools/commodity/natural-gas-break-even-calculator
• Intent: natural gas break-even price, LNG break-even calculator, gas producer profitability formula
• Links to: /companies/exxonmobil/, /companies/chevron/, /glossary/gross-margin/

284. Commodity Price Revenue Impact Calculator

• Category: Commodity Analysis
• Slug: tools/commodity/commodity-price-revenue-impact-calculator
• Intent: commodity price impact on revenue, oil price sensitivity analysis, commodity revenue scenario
• Links to: /companies/exxonmobil/, /companies/chevron/, /glossary/revenue/

285. Energy Company Scenario Return Calculator

• Category: Commodity Analysis
• Slug: tools/commodity/energy-scenario-return-calculator
• Intent: oil stock return at different oil prices, energy company scenario analysis, oil price sensitivity to EPS
• Links to: /companies/exxonmobil/, /companies/chevron/, /glossary/earnings-per-share/

Phase 20: Suggested Build Order

Week 123–124: Oil break-even, natural gas break-even, commodity revenue impact (tools 281, 283–284) Week 124–125: Energy scenario return (tool 285)

Phase 21: Quality-Investor and Buffett-Style Calculators (Weeks 121–124)

These are the metrics serious long-term investors use but almost no calculator site serves. Owner earnings has meaningful search volume with near-zero tool competition. ROIIC is effectively uncovered across the web. These tools align precisely with Visuwire’s in-depth company pages — a quality investor reading about Berkshire, Apple, or Visa will use these tools naturally.

299. Owner Earnings Calculator (Buffett’s Formula)

• Category: Quality Investor Tools
• Slug: tools/quality-investor/owner-earnings-calculator
• Intent: owner earnings calculator, Buffett owner earnings formula, net income plus depreciation minus capex maintenance
• Links to: /companies/berkshire-hathaway/, /glossary/free-cash-flow/, /glossary/net-income/

300. ROIIC Calculator (Return on Incremental Invested Capital)

• Category: Quality Investor Tools
• Slug: tools/quality-investor/roiic-calculator
• Intent: ROIIC calculator, return on incremental invested capital formula, incremental ROIC quality of growth
• Links to: /companies/berkshire-hathaway/, /glossary/return-on-equity/, /glossary/free-cash-flow/

301. Normalized Earnings Calculator

• Category: Quality Investor Tools
• Slug: tools/quality-investor/normalized-earnings-calculator
• Intent: normalized earnings calculator, mid-cycle earnings estimate, adjusted earnings through the cycle
• Links to: /glossary/earnings-per-share/, /glossary/net-income/, /companies/berkshire-hathaway/

302. Acquirer’s Multiple Calculator

• Category: Quality Investor Tools
• Slug: tools/quality-investor/acquirers-multiple-calculator
• Intent: acquirer’s multiple calculator, EBIT to enterprise value ratio, deep value stock screener metric
• Links to: /glossary/enterprise-value/, /glossary/ebitda/, /tools/formula-calculators/ev-ebit-calculator/

303. Earnings Power Value (EPV) Calculator

• Category: Quality Investor Tools
• Slug: tools/quality-investor/earnings-power-value-calculator
• Intent: earnings power value calculator, EPV formula Bruce Greenwald, no-growth intrinsic value estimate
• Links to: /glossary/enterprise-value/, /glossary/free-cash-flow/, /tools/formula-calculators/wacc-calculator/

Phase 19: Suggested Build Order

Week 135–136: Owner earnings, ROIIC, normalized earnings (tools 299–301) Week 137–138: Acquirer’s multiple, earnings power value (tools 302–303)

Phase 22: VC, Startup, and Private Market Calculators (Weeks 125–128)

These tools anchor directly to Visuwire company pages for recently public companies that went through these exact events — Coinbase, Airbnb, Robinhood, Palantir, Arm Holdings. They also serve the large audience of founders, early employees, and angel investors who search these terms constantly. Very few high-quality dedicated calculator pages exist for these queries despite consistent year-round demand.

308. MOIC Calculator (Multiple on Invested Capital)

• Category: VC and Startup
• Slug: tools/vc-startup/moic-calculator
• Intent: MOIC calculator, multiple on invested capital formula, venture return multiple
• Links to: /companies/coinbase/, /companies/airbnb/, /glossary/enterprise-value/

309. Venture IRR Calculator

• Category: VC and Startup
• Slug: tools/vc-startup/venture-irr-calculator
• Intent: venture IRR calculator, startup investment IRR, internal rate of return private investment
• Links to: /tools/vc-startup/moic-calculator/, /companies/coinbase/, /glossary/enterprise-value/

310. Pre-Money and Post-Money Valuation Calculator

• Category: VC and Startup
• Slug: tools/vc-startup/pre-post-money-valuation-calculator
• Intent: post-money valuation calculator, pre-money vs post-money valuation formula, startup valuation after funding round
• Links to: /companies/arm-holdings/, /companies/robinhood/, /glossary/market-capitalization/

311. Cap Table Dilution Calculator

• Category: VC and Startup
• Slug: tools/vc-startup/cap-table-dilution-calculator
• Intent: cap table dilution calculator, equity dilution from new funding round, founder ownership after investment
• Links to: /tools/vc-startup/pre-post-money-valuation-calculator/, /glossary/earnings-per-share/, /companies/airbnb/

312. Liquidation Preference Waterfall Calculator

• Category: VC and Startup
• Slug: tools/vc-startup/liquidation-waterfall-calculator
• Intent: liquidation preference calculator, venture liquidation waterfall, preferred vs common payout at exit
• Links to: /tools/vc-startup/cap-table-dilution-calculator/, /companies/coinbase/, /glossary/enterprise-value/

313. Startup Revenue Multiple Valuation Calculator

• Category: VC and Startup
• Slug: tools/vc-startup/startup-revenue-multiple-calculator
• Intent: startup valuation by revenue multiple, SaaS revenue multiple calculator, growth stage EV to revenue
• Links to: /companies/palantir/, /companies/arm-holdings/, /glossary/enterprise-value/

Phase 20: Suggested Build Order

Week 143–144: MOIC, venture IRR, pre/post-money valuation (tools 308–310) Week 145–146: Cap table dilution, liquidation waterfall, startup revenue multiple (tools 311–313)

Phase 23: Dividend and Income Portfolio Calculators (Weeks 129–132)

Dividend investing is one of the largest retail investor audiences. Visuwire already covers dividend yield and DRIP calculators in the formula cluster, but none of these portfolio-level income tools exist anywhere in the roadmap. Every dividend-paying company on Visuwire — Apple, Microsoft, JPMorgan, Coca-Cola, Johnson & Johnson — can link back to these tools.

315. Sustainable Dividend Payout Ratio Calculator

• Category: Dividend and Income
• Slug: tools/dividend-income/sustainable-payout-ratio-calculator
• Intent: sustainable payout ratio calculator, safe dividend payout ratio, can company maintain dividend
• Links to: /glossary/dividend-yield/, /glossary/free-cash-flow/, /companies/microsoft/

316. Dividend Coverage Ratio Calculator

• Category: Dividend and Income
• Slug: tools/dividend-income/dividend-coverage-ratio-calculator
• Intent: dividend coverage ratio calculator, times dividend covered by earnings, dividend safety formula
• Links to: /tools/dividend-income/sustainable-payout-ratio-calculator/, /glossary/earnings-per-share/, /glossary/dividend-yield/

317. Income Portfolio Yield on Cost Calculator

• Category: Dividend and Income
• Slug: tools/dividend-income/yield-on-cost-calculator
• Intent: yield on cost calculator, dividend yield on original cost basis, income return on invested capital
• Links to: /glossary/dividend-yield/, /tools/personal-investing/cost-basis-calculator/, /companies/apple/

Phase 23: Suggested Build Order

Week 129–130: Sustainable payout ratio, dividend coverage ratio, yield on cost (tools 315–317)

Phase 24: Tariff and Trade Impact Calculators (Weeks 133–136)

No finance site has dedicated calculator pages for tariff and trade analysis. With ongoing global trade policy volatility in 2026, these tools capture significant news-driven search with near-zero competition. They connect directly to Apple, Nike, Ford, Boeing, and other Visuwire company pages whose margins and earnings are directly affected by tariffs and import costs.

319. Tariff Cost Pass-Through Calculator

• Category: Tariff and Trade
• Slug: tools/tariff-trade/tariff-cost-pass-through-calculator
• Intent: tariff cost pass-through calculator, how tariffs affect consumer prices, tariff margin impact formula
• Links to: /companies/apple/, /companies/nike/, /glossary/gross-margin/

320. Import Cost Margin Impact Calculator

• Category: Tariff and Trade
• Slug: tools/tariff-trade/import-cost-margin-impact-calculator
• Intent: tariff impact on gross margin calculator, import cost increase margin analysis, cost of goods tariff effect
• Links to: /companies/apple/, /companies/ford/, /glossary/gross-margin/

321. Geographic Revenue Concentration Risk Calculator

• Category: Tariff and Trade
• Slug: tools/tariff-trade/geographic-revenue-concentration-calculator
• Intent: geographic revenue concentration calculator, China revenue exposure, international revenue risk ratio
• Links to: /companies/apple/, /companies/qualcomm/, /glossary/revenue/

322. Trade War EPS Scenario Calculator

• Category: Tariff and Trade
• Slug: tools/tariff-trade/trade-war-eps-scenario-calculator
• Intent: tariff EPS impact calculator, trade war earnings scenario, tariff effect on earnings per share
• Links to: /companies/apple/, /companies/boeing/, /glossary/earnings-per-share/

Phase 24: Suggested Build Order

Week 151–152: Tariff cost pass-through, import cost margin impact (tools 319–320) Week 153–154: Geographic revenue concentration, trade war EPS scenario (tools 321–322)

Phase 25: Corporate Tax Analysis Calculators (Weeks 137–140)

Interest tax shield and NOL carryforward are searched regularly by finance students, CFA candidates, and practitioners but almost no dedicated calculator pages exist outside academic PDFs. These tools extend the M&A and corporate finance cluster naturally and link back to company pages for firms with significant debt tax shields or deferred tax assets.

323. Interest Tax Shield Calculator

• Category: Corporate Tax
• Slug: tools/corporate-tax/interest-tax-shield-calculator
• Intent: interest tax shield calculator, tax shield on interest expense, debt tax benefit formula
• Links to: /tools/formula-calculators/wacc-calculator/, /glossary/net-income/, /glossary/ebitda/

324. NOL Carryforward Valuation Calculator

• Category: Corporate Tax
• Slug: tools/corporate-tax/nol-carryforward-calculator
• Intent: NOL carryforward calculator, net operating loss tax asset value, NOL present value formula
• Links to: /glossary/net-income/, /glossary/free-cash-flow/, /tools/corporate-tax/interest-tax-shield-calculator/

325. Effective vs Marginal Tax Rate Calculator

• Category: Corporate Tax
• Slug: tools/corporate-tax/effective-vs-marginal-tax-rate-calculator
• Intent: effective tax rate calculator, marginal vs effective corporate tax rate, ETR formula
• Links to: /glossary/net-income/, /glossary/earnings-per-share/, /glossary/ebitda/

326. EBIT to EBT Bridge Calculator

• Category: Corporate Tax
• Slug: tools/corporate-tax/ebit-to-ebt-bridge-calculator
• Intent: EBIT to EBT calculator, interest expense bridge formula, operating to pre-tax income reconciliation
• Links to: /glossary/ebitda/, /glossary/net-income/, /tools/corporate-tax/interest-tax-shield-calculator/

Phase 19: Suggested Build Order

Week 155–156: Interest tax shield, NOL carryforward (tools 323–324) Week 157–158: Effective vs marginal tax rate, EBIT to EBT bridge (tools 325–326)

Full Tool Count Summary

Audited April 22, 2026 — all remaining tools serve investors analyzing specific companies, sectors, or markets.

SEO and Topical Authority Rules

1. Each tool must target one primary query and one clear outcome.
2. Each tool page must link to at least:

• 3 company pages
• 2 comparison pages
• 2 glossary pages

3. Each relevant company page should link back to at least one tool.
4. Update tool pages quarterly and refresh last modified dates.

Enforcement Gates (Required)

Before publishing any new tool page, run both gates:

1. Tool page structure and link validator

cd /home/richardmoser/Documents/visuwire/visu-wire-hugo && python3 pipeline/validate_tool_pages.py

2. Hugo build validator

cd /home/richardmoser/Documents/visuwire/visu-wire-hugo && hugo --minify

Use archetype archetypes/tools.md for every new tool page to keep structure consistent.

Initial KPI Targets (First 90 Days)

• 8 tools published
• 30 tool-to-company contextual links added
• 10 tool-to-comparison contextual links added
• 15 percent increase in organic entry pages from non-brand queries
• 20 percent increase in average pages per session for tool users

Immediate Next Step

Start with two launches in parallel:

• FCF Comparator
• Sector Margin Rankings (Semiconductors, Cloud Computing, Financial Services)

Phase 6: Glossary Expansion Plan

The site currently has 30 glossary pages. This phase expands that to 64 terms across three coordinated sprints, timed to support the tool build phases above.

Why This Is Urgent

Several Phase 5 formula calculators in this roadmap already reference glossary slugs that do not yet exist. If those calculator pages are published before the target glossary pages are built, internal links will resolve to 404s and the validator will fail. The glossary build must precede or run parallel to the formula calculator sprint.

Glossary-Tool Dependency Map

These are glossary pages that do not exist but are already referenced in planned tool pages above. They must be created before their linked calculator is published.

Glossary Sprint A — Weeks 6–10 (12 terms): Topical Authority Support

These 12 terms are required to support the Tier A sector pages and are explicitly named in the topical authority plan Phase 5. Build these alongside tool Phases 1–2.

Target primary keyword is the most-searched version of each term. All pages should include a “Key Takeaways” block for GEO capture and link to at least 3 company pages, 2 comparison pages, and 1 sector page.

1. Earnings Guidance

   • Slug: glossary/earnings-guidance
   • Primary keyword: earnings guidance definition
   • Supports tools: Guidance Change Monitor (tool 10), Revenue Guidance vs Actual Tracker (tool 29)
   • Connects to: company pages with quarterly earnings sections, Earnings cluster, comparison pages

2. Dilution

   • Slug: glossary/dilution
   • Primary keyword: stock dilution definition
   • Supports tools: Share Dilution Impact Calculator (tool 12)
   • Connects to: share buyback glossary page, stock-split glossary page, company pages with high SBC

3. Stock-Based Compensation

   • Slug: glossary/stock-based-compensation
   • Primary keyword: stock based compensation definition
   • Supports tools: Share Dilution Impact Calculator (tool 12), Financial Health Snapshot (tool 16)
   • Connects to: dilution glossary, net-income glossary, GAAP vs non-GAAP glossary (Tier 1), tech sector companies

4. Segment Reporting

   • Slug: glossary/segment-reporting
   • Primary keyword: segment reporting definition, business segment reporting
   • Supports tools: Revenue Segment Concentration Analyzer (tool 5)
   • Connects to: revenue glossary, income-statement glossary (Tier 1), sector pages, multi-segment company pages

5. Depreciation and Amortization

   • Slug: glossary/depreciation-and-amortization
   • Primary keyword: depreciation and amortization definition, D&A meaning
   • Supports tools: EBITDA Calculator (tool 34), Capital Intensity Benchmark (tool 11)
   • Connects to: ebitda glossary, cash-flow-statement glossary, capital-expenditure glossary (Tier 1)
   • Dependency note: tool 34 references this slug — must be built before tool 34

6. Goodwill

   • Slug: glossary/goodwill
   • Primary keyword: goodwill in accounting definition
   • Connects to: balance-sheet glossary, book-value glossary, enterprise-value glossary
   • Why: appears constantly in M&A-heavy company pages; high-clarity page will link naturally to acquisition-driven companies

7. Beta

   • Slug: glossary/beta
   • Primary keyword: beta stock market definition, beta coefficient
   • Connects to: market-capitalization glossary, comparison pages, sector pages
   • Why: underpins risk framing in comparison content; high search volume from finance students

8. Revenue Growth Rate

   • Slug: glossary/revenue-growth-rate
   • Primary keyword: revenue growth rate definition, how to calculate revenue growth
   • Supports tools: Year-over-Year Revenue Growth Comparator (tool 31), Revenue CAGR Calculator (tool 22)
   • Connects to: revenue glossary, earnings-per-share glossary, every company page

9. Current Ratio

   • Slug: glossary/current-ratio
   • Primary keyword: current ratio definition, current ratio formula
   • Supports tools: Current Ratio Calculator (tool 40), Balance Sheet Strength Scorer (tool 32)
   • Connects to: working-capital glossary, debt-to-equity-ratio glossary, balance-sheet glossary

10. Interest Coverage Ratio

    • Slug: glossary/interest-coverage-ratio
    • Primary keyword: interest coverage ratio definition, interest coverage formula
    • Supports tools: Interest Coverage Ratio Calculator (tool 57), Financial Health Snapshot (tool 16)
    • Connects to: debt-to-equity-ratio glossary, ebitda glossary, operating-margin glossary

11. Price-to-Book Ratio

    • Slug: glossary/price-to-book-ratio
    • Primary keyword: price to book ratio definition, P/B ratio meaning
    • Supports tools: Price-to-Book Ratio Calculator (tool 52)
    • Connects to: book-value glossary, price-to-earnings-ratio glossary, market-capitalization glossary
    • Dependency note: tool 52 references this slug — must be built before tool 52

12. Operating Leverage

    • Slug: glossary/operating-leverage
    • Primary keyword: operating leverage definition, what is operating leverage
    • Supports tools: Operating Leverage Calculator (tool 6)
    • Connects to: operating-margin glossary, gross-margin glossary, ebitda glossary, semiconductor and SaaS sector pages
    • Dependency note: tool 6 references this concept — build this before tool 6 is published

Glossary Sprint B — Weeks 12–16 (10 terms): Foundational Gaps

These are terms that should already exist. They are referenced constantly across the site and their absence undermines credibility with readers and crawlers. Build these before the Phase 5 formula calculator sprint begins at Week 21.

1. Income Statement

   • Slug: glossary/income-statement
   • Primary keyword: income statement definition, what is an income statement
   • Connects to: balance-sheet glossary, cash-flow-statement glossary, net-income glossary, revenue glossary
   • Why: the balance-sheet page exists but the income statement — the most searched financial statement term — does not

2. Net Profit Margin

   • Slug: glossary/net-profit-margin
   • Primary keyword: net profit margin definition, net margin formula
   • Supports tools: Net Profit Margin Calculator (tool 37)
   • Connects to: gross-margin glossary, operating-margin glossary, net-income glossary
   • Dependency note: tool 37 references this slug — must be built before tool 37

3. Operating Income

   • Slug: glossary/operating-income
   • Primary keyword: operating income definition, EBIT definition
   • Connects to: ebitda glossary, gross-margin glossary, operating-margin glossary, income-statement glossary
   • Why: bridges gross profit and EBIT/EBITDA; essential for explaining the income statement waterfall

4. Gross Profit

   • Slug: glossary/gross-profit
   • Primary keyword: gross profit definition, gross profit vs gross margin
   • Connects to: gross-margin glossary, revenue glossary, net-income glossary, income-statement glossary
   • Why: distinct from gross margin (it is the dollar value, not the percentage); high confusion search volume

5. Capital Expenditure

   • Slug: glossary/capital-expenditure
   • Primary keyword: capital expenditure definition, CapEx meaning
   • Supports tools: Capital Intensity Benchmark (tool 11), ROIC Calculator (tool 60), Free Cash Flow Calculator (tool 48)
   • Connects to: free-cash-flow glossary, depreciation-and-amortization glossary, cash-flow-statement glossary
   • Dependency note: tool 11 references this concept — build before tool 11 is published

6. Return on Invested Capital

   • Slug: glossary/return-on-invested-capital
   • Primary keyword: return on invested capital definition, ROIC formula
   • Supports tools: ROIC Calculator (tool 60), ROIC and ROE Sector Benchmark (tool 14)
   • Connects to: return-on-equity glossary, net-income glossary, ebitda glossary
   • Dependency note: tool 60 references this slug — must be built before tool 60

7. Return on Assets

   • Slug: glossary/return-on-assets
   • Primary keyword: return on assets definition, ROA formula
   • Supports tools: Return on Assets Calculator (tool 46)
   • Connects to: return-on-equity glossary, net-income glossary, balance-sheet glossary
   • Dependency note: tool 46 references this slug — must be built before tool 46

8. Price-to-Sales Ratio

   • Slug: glossary/price-to-sales-ratio
   • Primary keyword: price to sales ratio definition, P/S ratio meaning
   • Supports tools: Price-to-Sales Ranker (tool 27), Peer Multiple Comparator (tool 2)
   • Connects to: price-to-earnings-ratio glossary, market-capitalization glossary, revenue glossary
   • Why: essential for high-growth and unprofitable tech company analysis; strong search demand

9. EV/EBITDA

   • Slug: glossary/ev-to-ebitda
   • Primary keyword: EV to EBITDA definition, enterprise value to EBITDA multiple
   • Supports tools: EV/EBITDA Comparator (tool 26), Peer Multiple Comparator (tool 2)
   • Connects to: enterprise-value glossary, ebitda glossary, market-capitalization glossary
   • Why: most common institutional valuation multiple; the EV/EBITDA Comparator tool has no glossary anchor without this page

10. GAAP vs Non-GAAP

    • Slug: glossary/gaap-vs-non-gaap
    • Primary keyword: GAAP vs non-GAAP earnings definition
    • Connects to: net-income glossary, ebitda glossary, stock-based-compensation glossary, earnings pages
    • Why: topical authority plan Phase 5 named this explicitly; critical for earnings and comparison content; high informational search volume

Glossary Sprint C — Weeks 18–24 (12 terms): Business Model and Niche Authority

These terms support Phase 4 tools, the business model hub cluster, and niche sector authority. Build these alongside Phase 4 tool builds and before the SaaS formula calculators in Phase 5.

1. Annual Recurring Revenue

   • Slug: glossary/annual-recurring-revenue
   • Primary keyword: annual recurring revenue definition, ARR meaning SaaS
   • Supports tools: MRR to ARR Converter (tool 63), SaaS Metrics Calculator (tool 18)
   • Connects to: revenue glossary, churn-rate glossary, net-revenue-retention glossary, SaaS business model hub
   • Dependency note: tool 63 references this concept — build before tool 63

2. Net Revenue Retention

   • Slug: glossary/net-revenue-retention
   • Primary keyword: net revenue retention definition, NRR meaning
   • Supports tools: SaaS Metrics Calculator (tool 18)
   • Connects to: annual-recurring-revenue glossary, churn-rate glossary, customer-lifetime-value glossary, SaaS business model hub

3. Customer Acquisition Cost

   • Slug: glossary/customer-acquisition-cost
   • Primary keyword: customer acquisition cost definition, CAC formula
   • Supports tools: CAC Calculator (tool 65), SaaS Metrics Calculator (tool 18), Rule of 40 Score Calculator (tool 21)
   • Connects to: customer-lifetime-value glossary, gross-margin glossary, SaaS business model hub, marketplace business model hub
   • Dependency note: tool 65 references this slug — must be built before tool 65

4. Customer Lifetime Value

   • Slug: glossary/customer-lifetime-value
   • Primary keyword: customer lifetime value definition, LTV formula
   • Supports tools: LTV Calculator (tool 64), SaaS Metrics Calculator (tool 18)
   • Connects to: customer-acquisition-cost glossary, churn-rate glossary, revenue glossary, SaaS business model hub
   • Dependency note: tool 64 references this slug — must be built before tool 64

5. Churn Rate

   • Slug: glossary/churn-rate
   • Primary keyword: churn rate definition, monthly churn rate formula
   • Supports tools: Churn Rate Calculator (tool 62), SaaS Metrics Calculator (tool 18)
   • Connects to: annual-recurring-revenue glossary, net-revenue-retention glossary, customer-lifetime-value glossary
   • Dependency note: tool 62 references this slug — must be built before tool 62

6. Average Revenue Per User

   • Slug: glossary/average-revenue-per-user
   • Primary keyword: average revenue per user definition, ARPU meaning
   • Connects to: revenue glossary, market-capitalization glossary, telecom and platform sector pages
   • Why: key metric for telecom, social media, and streaming company pages; differentiates Visuwire’s company analysis depth

7. Total Addressable Market

   • Slug: glossary/total-addressable-market
   • Primary keyword: total addressable market definition, TAM meaning
   • Connects to: revenue glossary, sector pages, growth-stage company pages
   • Why: appears in the narrative of virtually every growth company page; high beginner search volume

8. SG&A Expenses

   • Slug: glossary/sga-expenses
   • Primary keyword: SG&A expenses definition, selling general and administrative expenses
   • Connects to: operating-margin glossary, operating-income glossary, income-statement glossary, gross-margin glossary
   • Why: major income statement line item; absent from the glossary despite being referenced in company pages

9. Research and Development Expenses

   • Slug: glossary/research-and-development-expenses
   • Primary keyword: R&D expenses definition, research and development costs
   • Supports tools: R&D Intensity Analyzer (tool 25)
   • Connects to: operating-margin glossary, capital-expenditure glossary, semiconductor and pharma sector pages
   • Why: tool 25 has no glossary anchor without this page

10. Days Sales Outstanding

    • Slug: glossary/days-sales-outstanding
    • Primary keyword: days sales outstanding definition, DSO formula
    • Supports tools: Days Sales Outstanding Calculator (tool 59), Cash Conversion Cycle Calculator (tool 51)
    • Connects to: working-capital glossary, revenue glossary, cash-flow-statement glossary
    • Dependency note: tool 59 references this slug — must be built before tool 59

11. Backlog

    • Slug: glossary/backlog
    • Primary keyword: revenue backlog definition, order backlog meaning
    • Connects to: revenue glossary, earnings-guidance glossary, segment-reporting glossary, aerospace and defense sector pages
    • Why: topical authority plan Phase 5 named this explicitly; essential for defense, cloud, and enterprise software company pages

12. PEG Ratio

    • Slug: glossary/peg-ratio
    • Primary keyword: PEG ratio definition, price earnings to growth formula
    • Supports tools: PEG Ratio Calculator (tool 53)
    • Connects to: price-to-earnings-ratio glossary, earnings-per-share glossary, market-capitalization glossary
    • Why: natural extension of the P/E page; high search volume from value investors

Glossary Sprint D — Week 26 (5 terms): Quantitative Screening Vocabulary

These terms are required glossary anchors for the quantitative screening tools (123–127). The analyst audience using those tools expects definitional pages for the models they are running. Build these immediately before building the quant screening tool pages. Sprint D is a short standalone sprint — 5 terms buildable in one week.

1. Altman Z-Score

   • Slug: glossary/altman-z-score
   • Primary keyword: Altman Z-score definition, what is Altman Z-score, bankruptcy prediction formula
   • Supports tools: Altman Z-Score Calculator (tool 123)
   • Connects to: debt-to-equity-ratio glossary, working-capital glossary, ebitda glossary
   • Why: tool 123 has no glossary anchor; actively searched by analysts doing credit and distress analysis on any leveraged company page

2. Piotroski F-Score

   • Slug: glossary/piotroski-f-score
   • Primary keyword: Piotroski F-score definition, Piotroski score explained, F-score stock screening
   • Supports tools: Piotroski F-Score Calculator (tool 124)
   • Connects to: return-on-equity glossary, free-cash-flow glossary, debt-to-equity-ratio glossary

3. Beneish M-Score

   • Slug: glossary/beneish-m-score
   • Primary keyword: Beneish M-score definition, earnings manipulation score, accounting fraud detection
   • Supports tools: Beneish M-Score Calculator (tool 125)
   • Connects to: net-income glossary, gross-margin glossary, revenue glossary
   • Why: the only widely-used quantitative earnings quality detector; relevant to analysts doing due diligence on any company page where SBC, goodwill, or deferred revenue is material

4. DuPont Analysis

   • Slug: glossary/dupont-analysis
   • Primary keyword: DuPont analysis definition, ROE decomposition formula, DuPont model explained
   • Supports tools: DuPont Analysis Calculator (tool 126)
   • Connects to: return-on-equity glossary, net-income glossary, balance-sheet glossary
   • Why: 3-factor and 5-factor DuPont decomposition is standard in CFA and MBA curricula; very high search volume from finance students and analysts; directly ties to every company page that reports ROE

5. Magic Formula Investing

   • Slug: glossary/magic-formula-investing
   • Primary keyword: Magic Formula investing definition, Joel Greenblatt Magic Formula, earnings yield plus ROIC screen
   • Supports tools: Magic Formula Score Calculator (tool 127)
   • Connects to: return-on-equity glossary, enterprise-value glossary, ebitda glossary
   • Why: Greenblatt’s Magic Formula has strong brand recognition among value investors; generates persistent search volume; the calculator needs this page as its primary anchor

Glossary Build Schedule Summary

Build rate target for glossary: 2–3 pages per week per sprint, parallelisable with tool builds in the same phase.

Glossary-Tool Coordination Rule

Before publishing any Phase 5 formula calculator, confirm its “Links to” glossary slugs exist. Run the Hugo build check — a missing glossary page will render the link but not throw a build error, so manual verification against this dependency map is required until an automated link audit script is added.

Recommended enforcement: add a glossary slug checklist to the tool validator (pipeline/validate_tool_pages.py) as a Phase 5 pre-work task.

Glossary KPI Targets

• 64 total glossary terms by end of Week 24
• Every Tier A sector page references at least 3 glossary terms (per topical authority plan Phase 5)
• Every high-value company page references at least 2 glossary terms
• Zero formula calculator pages published with a broken glossary link
• Glossary pages collectively link to at least 150 company and comparison pages

Updated Site Content Targets (All Phases)

Phase 7: Glossary Scale-Out — Path to 400+ Terms

Scale-Out Philosophy

Investopedia has 30,000+ glossary pages because they cover every financial instrument, asset class, geography, and edge case. Visuwire’s advantage is not volume — it is relevance. Every term added in this phase must meet at least one of the following criteria:

• The term already appears in a Visuwire company page, sector page, or comparison page
• The term is searched by the same audience reading revenue breakdowns and earnings analyses
• The term unlocks a new internal link into the site from an informational query

The pipeline/generate_glossary.py script reads from pipeline/data/glossary_terms.json. The build strategy for this phase is to populate that JSON file per cluster and run the pipeline — rather than hand-writing each page. Editorial attention is reserved for high-competition terms and terms with a unique Visuwire data angle.

Quality Tiers

Cluster Overview — 21 Clusters, ~363 New Terms

With 64 terms from Phase 6 Sprints A–C and the 30 existing terms, Phase 7 brings the glossary to approximately 457 total terms.

Note: A small number of terms appear conceptually in more than one cluster (e.g., gross-merchandise-value appears in both Platform and Retail clusters). Each term gets exactly one canonical glossary page. Where overlap exists, the canonical cluster is noted.

Cluster 1: Income Statement Terms (Priority A — 18 new terms)

These fill gaps in the income statement narrative used on every company page. Terms already planned (gross-profit, operating-income, net-profit-margin, sga-expenses, research-and-development-expenses, depreciation-and-amortization, revenue-recognition, segment-reporting, stock-based-compensation) are excluded.

• cost-of-goods-sold — the direct cost of producing goods sold; the input to gross profit
• cost-of-revenue — the SaaS/services version of COGS; includes hosting, support, and delivery costs
• interest-expense — the cost of debt financing; deducted below operating income on the income statement
• income-tax-expense — the tax provision reported on the income statement; often differs from taxes paid
• pretax-income — earnings before the tax provision; also called income before taxes or EBT
• effective-tax-rate — the ratio of income tax expense to pretax income; differs from the statutory rate
• non-operating-income — gains and losses outside core operations; includes interest income and FX gains
• deferred-revenue — cash collected before a service is delivered; a liability that becomes revenue over time
• billings — cash invoiced to customers in a period; often leads recognized revenue in subscription businesses
• remaining-performance-obligation — contracted revenue not yet recognized; a forward-looking revenue pipeline metric
• contribution-margin — revenue minus variable costs; shows how much each unit contributes to fixed cost coverage
• ebitda-margin — EBITDA as a percentage of revenue; the most common profitability comparison across sectors
• adjusted-ebitda — EBITDA with additional non-cash or one-time items added back; the non-GAAP profitability benchmark
• calculated-billings — deferred revenue change plus recognized revenue; a proxy for total customer demand in SaaS
• restructuring-charges — one-time costs for layoffs, facility closures, or reorganizations; typically excluded from adjusted earnings
• goodwill-impairment — the write-down of goodwill when an acquired business is worth less than what was paid
• minority-interest — the share of a subsidiary’s earnings attributed to outside shareholders; also called non-controlling interest
• discontinued-operations — the revenue and profit from a business unit that is being sold or wound down

Cluster 2: Balance Sheet Terms (Priority A — 18 new terms)

Excludes already-existing or planned terms: balance-sheet, book-value, working-capital, debt-to-equity-ratio, goodwill, current-ratio, return-on-equity, price-to-book-ratio.

• total-assets — the sum of everything a company owns; the top line of the balance sheet
• current-assets — assets expected to be converted to cash within one year; includes cash, receivables, and inventory
• accounts-receivable — money owed to a company by customers for goods or services already delivered
• accounts-payable — money a company owes to suppliers; paying later improves short-term cash flow
• inventory — goods held for sale or used in production; excess inventory can be a warning sign
• property-plant-and-equipment — PP&E; tangible long-term assets used in operations; net of accumulated depreciation
• intangible-assets — non-physical assets including patents, trademarks, customer lists, and developed software
• long-term-debt — debt obligations due more than one year from now; a key component of capital structure
• shareholders-equity — total assets minus total liabilities; the book value of the business to equity holders
• retained-earnings — cumulative net income kept in the business after dividends; grows over time for profitable companies
• net-tangible-assets — shareholders’ equity minus intangible assets and goodwill; a conservative book value measure
• tangible-book-value — the per-share version of net tangible assets; widely used in bank and financial company valuation
• treasury-stock — shares repurchased by the company and held; reduces shares outstanding and shareholders’ equity
• cash-and-equivalents — the most liquid assets on the balance sheet; includes money market funds and short-term treasuries
• total-liabilities — everything a company owes; current liabilities plus long-term liabilities
• net-cash — cash and equivalents minus total debt; a positive number means more cash than debt
• net-debt — total debt minus cash and equivalents; the opposite of net cash; used in enterprise value calculation
• prepaid-expenses — payments made in advance for future services; a current asset that converts to expense over time

Cluster 3: Cash Flow Terms (Priority A — 14 new terms)

Excludes already-existing or planned terms: free-cash-flow, cash-flow-statement, capital-expenditure, depreciation-and-amortization, days-sales-outstanding.

• operating-cash-flow — cash generated by core business operations before investing or financing activities
• investing-cash-flow — cash used for acquisitions, capital expenditures, and investment in securities
• financing-cash-flow — cash from debt issuance, equity raises, buybacks, and dividend payments
• levered-free-cash-flow — free cash flow after interest payments; what remains for equity holders after servicing debt
• unlevered-free-cash-flow — free cash flow before interest; used in DCF models and enterprise-level valuation
• cash-conversion-ratio — the percentage of net income that converts to free cash flow; higher is better
• owner-earnings — Warren Buffett’s concept of earnings adjusted for normalized capex; a quality measure of true earnings power
• maintenance-capex — capital expenditure required to maintain existing assets; the minimum reinvestment rate
• growth-capex — capital expenditure above maintenance; invested in expanding capacity and future revenue generation
• cash-return-on-invested-capital — free cash flow divided by invested capital; a cash-based ROIC alternative
• cash-flow-yield — free cash flow per share divided by stock price; a valuation metric similar to earnings yield
• cash-burn-rate — the rate at which a company spends its cash reserves; critical for pre-profitability companies
• cash-runway — months of operation remaining at the current burn rate; the solvency clock for unprofitable companies
• cash-conversion-cycle — days inventory outstanding plus DSO minus days payable outstanding; measures how fast cash cycles through operations

Cluster 4: Profitability Ratios (Priority A — 16 new terms)

Excludes already-existing or planned terms: gross-margin, operating-margin, ebitda, net-profit-margin, return-on-equity, return-on-assets, return-on-invested-capital, operating-leverage.

• ebitda-margin — EBITDA divided by revenue; the sector-standard profitability comparison (canonical: Cluster 1)
• fcf-margin — free cash flow as a percentage of revenue; considered a purer quality measure than EBITDA margin
• return-on-capital-employed — EBIT divided by capital employed; a profitability measure across the full capital base
• incremental-margins — the change in profit divided by the change in revenue; shows operating leverage in practice
• fixed-vs-variable-costs — the structure of a company’s cost base; shapes how margins behave as revenue scales
• break-even-analysis — the revenue level at which total costs equal total revenue; the threshold for profitability
• economic-profit — net operating profit after tax minus a capital charge; true profit above the cost of capital
• weighted-average-cost-of-capital — the blended rate a company must earn to satisfy both debt and equity holders
• cost-of-equity — the return required by equity investors; used in WACC and DCF models
• cost-of-debt — the effective interest rate on a company’s debt obligations; after-tax cost is used in WACC
• hurdle-rate — the minimum return a company requires before investing in a project
• capital-allocation — how management deploys retained earnings across buybacks, dividends, acquisitions, and capex
• return-on-incremental-invested-capital — the return earned on each new dollar invested; the best measure of compounding quality
• asset-turnover-ratio — revenue divided by total assets; how efficiently a company generates sales from its asset base
• net-asset-value — total assets minus total liabilities; commonly used for investment fund and REIT valuation
• cash-return-on-capital-invested — operating cash flow divided by invested capital; a cash-based ROCE alternative

Cluster 5: Valuation Multiples (Priority A — 20 new terms)

Excludes already-existing or planned terms: price-to-earnings-ratio, enterprise-value, market-capitalization, earnings-per-share, price-to-sales-ratio, price-to-book-ratio, peg-ratio, ev-to-ebitda, dividend-yield.

• forward-pe-ratio — P/E based on next twelve months’ expected earnings; forward-looking and more widely used by analysts
• trailing-pe-ratio — P/E based on the last twelve months of actual reported earnings; backward-looking and fact-based
• price-to-cash-flow — stock price divided by operating cash flow per share; sidesteps non-cash accounting distortions
• ev-to-revenue — enterprise value divided by annual revenue; common for unprofitable or high-growth companies
• ev-to-ebit — enterprise value divided by EBIT; similar to EV/EBITDA but includes depreciation impact
• ev-to-fcf — enterprise value divided by free cash flow; the most cash-based of the enterprise value multiples
• price-to-fcf — market cap divided by free cash flow; an equity-level valuation multiple for cash generation
• fcf-yield — free cash flow divided by market cap; the inverse of price-to-FCF; higher means cheaper on a cash basis
• earnings-yield — earnings per share divided by stock price; the inverse of P/E; comparable to bond yields
• buyback-yield — buybacks as a percentage of market cap; measures the dilution-adjusted return to shareholders from repurchases
• shareholder-yield — dividend yield plus buyback yield; total cash return to shareholders as a percentage of market cap
• intrinsic-value — the estimated true worth of a business based on fundamentals, independent of market price
• margin-of-safety — the discount between intrinsic value and market price; the buffer against error in a value investment
• discounted-cash-flow — a valuation method that estimates present value of future cash flows; the foundation of intrinsic value
• terminal-value — the value of all cash flows beyond the explicit forecast period in a DCF model
• discount-rate — the rate used to convert future cash flows into today’s dollars; typically WACC for business valuation
• net-present-value — the present value of future cash flows minus initial investment; used in project and capital decisions
• sum-of-the-parts-valuation — valuing each business segment separately and summing them; used for conglomerates and diversified companies
• conglomerate-discount — the tendency for diversified companies to trade at a discount to the sum of their parts
• normalized-earnings — earnings adjusted to remove cyclical or one-time distortions; used for through-the-cycle valuation

Cluster 6: Growth and Trend Metrics (Priority B — 15 new terms)

• year-over-year-growth — the percentage change in a metric compared to the same period in the prior year; the standard growth comparison
• quarter-over-quarter-growth — sequential growth between two consecutive quarters; useful for detecting inflection points
• organic-growth — growth from existing operations excluding the impact of acquisitions or currency effects
• inorganic-growth — growth from acquisitions rather than the core business; inflates top-line metrics without operational improvement
• trailing-twelve-months — the most recent 12 months of financial data regardless of fiscal year boundaries; abbreviated TTM or LTM
• next-twelve-months — forward-looking 12-month estimates; used in forward valuation multiples
• earnings-growth-rate — the year-over-year percentage change in earnings per share; a core driver of valuation re-rating
• revenue-acceleration — quarter-over-quarter improvement in the growth rate; a strong positive signal in momentum investing
• price-volume-mix — a decomposition of revenue growth into three components: price changes, volume changes, and product mix shifts
• consensus-estimate — the average of Wall Street analyst forecasts for earnings or revenue in a given period
• forward-guidance — management’s own projection for the next quarter or fiscal year; more market-moving than past results
• upward-revision — an increase in analyst estimates following a positive data point; triggers momentum and re-rating
• downward-revision — a decrease in analyst estimates; often precedes further price declines as models reset
• growth-at-a-reasonable-price — GARP investing; buying growth stocks only when they are not excessively valued on a PEG basis
• rule-of-40 — SaaS benchmark: revenue growth rate plus profit margin should exceed 40 percent to signal a healthy business

Cluster 7: Corporate Actions and Capital Structure (Priority B — 20 new terms)

Excludes already-planned terms: dilution, stock-based-compensation, share-buyback, stock-split.

• initial-public-offering — the first sale of a company’s shares to the public on a stock exchange
• secondary-offering — an additional share issuance by a public company after its IPO; can be dilutive to existing holders
• lockup-period — the period after an IPO during which insiders are restricted from selling their shares
• direct-listing — an alternative to a traditional IPO where existing shares are sold directly on an exchange without new issuance
• special-purpose-acquisition-company — a SPAC; a shell company that raises capital via IPO to merge with a private company
• merger-and-acquisition — the combination of two companies through a deal; includes mergers, takeovers, and asset purchases
• hostile-takeover — an acquisition attempt made without the target company board’s approval
• tender-offer — a public bid to purchase shares directly from shareholders at a premium to market price
• leveraged-buyout — an acquisition financed largely with debt, with the target company’s assets used as collateral
• private-equity — investment in companies not listed on public exchanges; typically via leveraged buyouts or growth equity
• synergies — cost savings or revenue gains expected from combining two companies; often cited in M&A rationale
• deal-premium — the percentage above a target company’s market price paid in an acquisition
• earnout — a deferred payment in an acquisition tied to the target company hitting future performance milestones
• convertible-notes — debt that converts into equity at a future date or price; common in pre-IPO and growth-stage companies
• warrants — rights to purchase shares at a fixed price; often issued alongside debt or in SPAC transactions
• diluted-shares-outstanding — total shares including the effect of all potential equity instruments (options, warrants, convertibles)
• weighted-average-shares-outstanding — the time-weighted average share count over a reporting period; used to calculate EPS
• treasury-method — the standard method for calculating diluted share count from in-the-money options and warrants
• reverse-stock-split — a consolidation of shares that increases the price per share while reducing the share count
• equity-offering — any transaction that increases the number of shares outstanding; dilutive to existing shareholders

Cluster 8: Earnings and Reporting (Priority B — 16 new terms)

Excludes already-planned terms: earnings-guidance, gaap-vs-non-gaap, segment-reporting, backlog, remaining-performance-obligation, calculated-billings.

• earnings-release — the official financial results document published by a company at the end of a reporting period
• earnings-call — the conference call where management presents results and takes analyst questions
• earnings-beat — when a company reports results above the consensus analyst estimate for EPS or revenue
• earnings-miss — when a company reports results below consensus estimates; often triggers a sharp sell-off
• adjusted-eps — non-GAAP earnings per share excluding stock-based compensation, amortization, and one-time items
• revenue-beat — when reported revenue exceeds analyst consensus; often weighted more heavily than EPS beats
• beat-and-raise — a company beats current-quarter estimates and raises forward guidance; the most bullish earnings outcome
• whisper-number — an unofficial earnings expectation circulating among investors; often higher than the published consensus
• 10-k — the annual financial report filed with the SEC; the definitive disclosure document for public companies
• 10-q — the quarterly financial report filed with the SEC; less comprehensive than the 10-K but published three times per year
• 8-k — the current report filed with the SEC for material events requiring immediate disclosure
• fiscal-year — a company’s 12-month accounting period; often does not align with the calendar year
• fiscal-quarter — one of the four reporting periods within a fiscal year
• annual-report — the broader shareholder document including the 10-K and a letter from the CEO
• proxy-statement — the document sent to shareholders before a vote on compensation, board members, and proposals
• conference-call-transcript — the written record of an earnings call; a primary source for management intent and tone

Cluster 9: Accounting and Standards (Priority B — 12 new terms)

Excludes already-planned terms: gaap-vs-non-gaap, revenue-recognition, deferred-revenue, depreciation-and-amortization.

• generally-accepted-accounting-principles — the US accounting standards framework; used by all US public companies for reported financials
• international-financial-reporting-standards — IFRS; the accounting standard used outside the US; important for global company comparisons
• accrual-accounting — recording revenue when earned and expenses when incurred, regardless of cash timing
• impairment — a reduction in the recorded value of an asset when its market value falls below its book value
• write-off — the removal of an asset from the balance sheet because its value has been fully reduced to zero
• restatement — a correction to previously published financial results; a serious red flag for financial quality
• material-weakness — a significant deficiency in a company’s internal controls over financial reporting
• going-concern — an auditor’s qualification that a company may not be able to continue operating for the next 12 months
• amortization — the systematic expensing of intangible assets over their useful life; analogous to depreciation for tangibles
• fair-value-accounting — measuring assets and liabilities at current market value rather than historical cost
• purchase-price-allocation — the assignment of an acquisition price across the acquired assets and liabilities; creates goodwill
• asc-606 — the GAAP revenue recognition standard that defines when and how companies can recognize revenue from contracts

Cluster 10: Macro and Economic Context (Priority B — 25 new terms)

These support sector-level analysis and give context to company earnings in cyclical industries.

• gross-domestic-product — the total monetary value of goods and services produced in a country; the broadest economic health measure
• inflation — the rate at which the general price level rises over time; erodes purchasing power and affects margin guidance
• consumer-price-index — CPI; the most widely watched measure of consumer inflation in the United States
• producer-price-index — PPI; measures inflation at the producer level; a leading indicator of consumer price trends
• core-inflation — inflation excluding food and energy; the Federal Reserve’s preferred target measure
• federal-funds-rate — the overnight lending rate set by the Fed; the primary monetary policy tool affecting all discount rates
• interest-rate — the cost of borrowing money; rising rates compress valuations and increase borrowing costs for companies
• yield-curve — the relationship between interest rates and bond maturity; its shape signals economic expectations
• inverted-yield-curve — when short-term rates exceed long-term rates; historically a reliable recession predictor
• recession — two consecutive quarters of negative GDP growth; typically triggers earnings estimate cuts across cyclical sectors
• stagflation — a combination of high inflation and stagnant growth; challenges both consumers and corporate margins
• monetary-policy — central bank actions to control money supply and interest rates
• fiscal-policy — government tax and spending decisions that affect economic activity
• quantitative-easing — central bank asset purchases that expand money supply and lower long-term rates
• quantitative-tightening — the reversal of QE; reducing the central bank’s balance sheet; generally raises borrowing costs
• federal-reserve — the US central bank; sets the federal funds rate and controls monetary policy
• 10-year-treasury-yield — the benchmark risk-free rate used to value equities and set mortgage rates
• basis-points — one-hundredth of a percent; the standard unit for expressing interest rate and spread changes
• real-interest-rate — the nominal interest rate minus inflation; negative real rates are historically supportive of risk assets
• purchasing-power — the quantity of goods a unit of currency can buy; eroded by inflation over time
• unemployment-rate — the percentage of the labor force actively seeking work; a lagging economic indicator
• gdp-growth-rate — the quarter-over-quarter or year-over-year change in gross domestic product
• trade-deficit — when a country imports more than it exports; can affect currency and cost structures for multinational companies
• leading-economic-indicators — data that tend to change before the economy changes; used to forecast recessions and recoveries
• earnings-per-share-growth-vs-gdp — the relationship between corporate profit growth and nominal GDP; a cycle context metric

Cluster 11: Valuation and Risk Context (Priority B — 4 new terms)

Trimmed to terms not already defined in Clusters 4 and 5. Three duplicates removed: cost-of-equity (canonical in Cluster 4 — Profitability Ratios), discount-rate and margin-of-safety (both canonical in Cluster 5 — Valuation Multiples). The generate_glossary.py pipeline skips existing slugs silently — build those pages when running Cluster 4 or Cluster 5 JSON; do not list them in the Cluster 11 JSON input or the generator will skip them with no warning.

Excludes already-planned terms: beta, portfolio-diversification.

• systematic-risk — market-wide risk that cannot be diversified away; beta measures a stock’s exposure to it; explains why semiconductor and EV company prices move more violently around earnings than consumer staples
• equity-risk-premium — the excess return investors demand for holding equities over risk-free bonds; a key input to WACC and company cost-of-equity calculations; rises in high-rate environments, compressing growth stock valuations
• risk-free-rate — the theoretical return with zero risk; typically the 10-year US Treasury yield; the discount rate floor in DCF models; rising rates mechanically reduce the present value of future cash flows
• volatility — the degree of price fluctuation in a stock over a period; relevant for interpreting earnings reactions and understanding why guidance changes move high-growth companies more than mature dividend payers

Cluster 12: Platform and Marketplace Metrics (Priority B — 13 new terms)

Excludes terms covered in Sprint C: average-revenue-per-user, total-addressable-market, customer-acquisition-cost, customer-lifetime-value.

• gross-merchandise-value — the total value of goods sold through a marketplace platform; the top-line platform demand metric
• take-rate — the percentage of GMV that a marketplace retains as revenue; the monetization efficiency metric
• gross-payment-volume — total payment transactions processed through a payments platform; the scale metric for fintech
• network-effects — when a product or platform becomes more valuable as more users join; the core moat of marketplace businesses
• marketplace-liquidity — the ease with which buyers and sellers are matched; the health metric for two-sided platforms
• daily-active-users — the count of unique users who engage with a product on a given day; abbreviated DAU
• monthly-active-users — the count of unique users active in a given month; abbreviated MAU
• dau-mau-ratio — daily active users divided by monthly active users; the engagement quality metric for consumer platforms
• ltv-to-cac-ratio — customer lifetime value divided by customer acquisition cost; the unit economics health benchmark
• cac-payback-period — months required to recover the cost of acquiring a customer; shorter is better
• magic-number — a SaaS efficiency metric: net new ARR divided by prior quarter sales and marketing spend
• saas-quick-ratio — new and expansion MRR divided by churned and contracted MRR; measures growth efficiency
• expansion-revenue — incremental revenue from existing customers upgrading or buying more; a high-margin growth source

Cluster 13: Sector — Technology and Enterprise Software (Priority A — 18 new terms)

Mapped to sectors: technology, enterprisesoftware, artificialintelligence, cloudcomputing

• software-as-a-service — a delivery model where software is hosted in the cloud and licensed on a subscription basis
• infrastructure-as-a-service — cloud delivery of compute, storage, and networking; the foundation layer of cloud spending
• platform-as-a-service — cloud delivery of development tools and runtime environments; above IaaS, below SaaS
• cloud-migration — the process of moving on-premise workloads to cloud infrastructure; a multi-year revenue driver for hyperscalers
• hybrid-cloud — an IT architecture combining private and public cloud; the dominant enterprise deployment model
• consumption-based-pricing — charging customers based on actual usage rather than a fixed seat or license fee
• seat-based-pricing — a subscription model charging per user; the traditional SaaS pricing structure
• enterprise-license-agreement — a multi-year, bulk software contract negotiated with large enterprise customers
• professional-services-revenue — implementation and consulting revenue attached to a software deal; lower margin than subscription
• software-maintenance-revenue — annual fees paid to maintain and update on-premise software; in secular decline as cloud grows
• land-and-expand — a SaaS go-to-market strategy: close a small deal, then grow it within the account over time
• gross-revenue-retention — the percentage of starting ARR retained from existing customers excluding expansion; churn only
• developer-ecosystem — the network of third-party developers building on a platform; a moat and distribution multiplier
• api-monetization — charging for programmatic access to platform data or functionality; a high-margin revenue stream
• open-source-business-model — offering core software free under open-source license while monetizing enterprise features or cloud hosting
• ai-inference — running trained AI models to generate predictions or outputs; the revenue-generating phase of the AI cycle
• ai-training — computing used to build and update AI models; intensive GPU demand; a revenue driver for chip and cloud companies
• total-contract-value — the total revenue expected over the life of a signed contract; a booking metric used alongside ARR

Cluster 14: Sector — Semiconductors (Priority A — 15 new terms)

Mapped to sectors: semiconductors, semiconductorequipment, datacenterinfrastructure

• semiconductor — a material or device that controls electrical current; the foundational component of all modern electronics
• wafer — the thin silicon disc on which chips are fabricated; wafer size and defect rate determine manufacturing economics
• semiconductor-node — the process technology generation; smaller nodes (e.g., 3nm) enable faster and more efficient chips
• fabless-semiconductor — a chip design company that outsources manufacturing to a foundry like TSMC
• integrated-device-manufacturer — a company that designs and manufactures its own chips; Intel and Samsung are examples
• chip-foundry — a contract semiconductor manufacturer; TSMC dominates this segment with over 50 percent market share
• moore-law — the historical observation that chip transistor density doubles roughly every two years
• advanced-packaging — techniques to stack or connect multiple chips in a single package; critical for AI chip performance
• system-on-chip — an integrated circuit combining CPU, GPU, memory, and other components on one die
• ai-accelerator — a specialized chip designed for AI training and inference workloads; GPUs and custom ASICs are examples
• high-bandwidth-memory — HBM; stacked DRAM architecture designed for high-speed data access in AI accelerators
• data-center-chip — any processor or accelerator designed specifically for cloud and AI data center workloads
• electronic-design-automation — EDA software used by chip designers to create and verify circuit designs; an oligopolistic segment
• design-intellectual-property — reusable chip design blocks licensed to multiple chip companies; ARM’s core business model
• equipment-utilization-rate — the percentage of semiconductor fab equipment running at capacity; a leading indicator of spending
• wafer-fabrication-equipment-spending — WFE; annual global capex by chip manufacturers on production tools; the addressable market cycle metric that drives ASML, Lam Research, and KLA revenue
• euv-lithography — extreme ultraviolet lithography; the technology that prints the smallest chip features at leading-edge nodes; ASML is the sole global supplier of EUV systems
• installed-base-revenue — recurring service, upgrade, and consumables revenue from equipment already in the field; approximately 40 percent of Lam Research and KLA revenue; the high-margin, sticky layer of equipment company earnings
• leading-edge-vs-trailing-edge-demand — the distinction between spending on cutting-edge nodes (3nm, 2nm) requiring new equipment and mature nodes (28nm+) using existing tools; demand drivers, margin profiles, and customer sets differ significantly
• etch-and-deposition-equipment — two of the most-repeated manufacturing steps in chip fabrication; Lam Research’s core product categories; revenue directly tied to wafer starts volume and capacity expansion cycles
• process-control-equipment — metrology and inspection tools used to detect defects during manufacturing; KLA’s primary market; critical importance grows as node geometries shrink and defect tolerance narrows

(Cluster 14 extended with 6 semiconductor equipment terms — ASML, KLA, Lam Research page support. Revised total: 21 terms.)

Cluster 15: Sector — Financial Services and Fintech (Priority A — 20 new terms)

Mapped to sectors: financialservices, fintech, payments

• net-interest-margin — NIM; interest income minus interest expense divided by interest-earning assets; the core bank profitability metric
• net-interest-income — the dollar value of interest earned minus interest paid; the largest revenue line for most banks
• efficiency-ratio — non-interest expenses divided by revenue; lower is better; the bank equivalent of an operating cost ratio
• tier-1-capital — the core measure of a bank’s financial strength; used by regulators to set capital requirements
• common-equity-tier-1 — CET1; the highest quality capital tier; common equity minus goodwill and intangibles
• return-on-tangible-common-equity — ROTCE; the profitability measure used by banks; analogous to ROE but excludes intangibles
• loan-to-deposit-ratio — total loans divided by total deposits; measures how aggressively a bank deploys its funding
• nonperforming-loans — NPLs; loans where borrowers have stopped making payments; a credit quality indicator
• provision-for-credit-losses — the expense set aside to cover expected future loan defaults; analogous to a cost of risk
• net-charge-offs — actual loan losses recognized after applying the allowance; the realized credit loss metric
• assets-under-management — AUM; the total market value of assets managed by an investment firm; the asset management scale metric
• fee-income — non-interest revenue from services such as wealth management, card fees, and transaction processing
• interchange-fee — the fee paid by a merchant’s bank to a cardholder’s bank for each card transaction
• payment-processing-volume — the total dollar value of transactions processed by a payments company; the fintech scale metric
• net-interest-spread — the difference between the average yield on loans and the average rate paid on deposits
• digital-payments-penetration — the share of total consumer transactions conducted via digital payment methods
• buy-now-pay-later — BNPL; a short-term installment financing product embedded at the point of sale
• credit-loss-provision — the income statement charge for expected loan losses; rises in economic downturns
• stress-test — regulatory scenario analysis to assess bank solvency under adverse economic conditions
• underwriting — the process of evaluating and pricing credit risk for loans or insurance policies

Cluster 16: Sector — Healthcare, Biotech, and Pharma (Priority B — 16 new terms)

Mapped to sectors: healthcare, biotechnology, pharmaceuticals

• drug-pipeline — the portfolio of compounds in development; the primary growth driver and valuation basis for biotech companies
• clinical-trial-phase — the staged development process for new drugs: Phase 1 (safety), Phase 2 (efficacy), Phase 3 (confirmation)
• fda-approval — regulatory clearance from the US Food and Drug Administration to market a new drug or device
• new-drug-application — the formal submission to the FDA requesting approval to market a new pharmaceutical compound
• biologics — large-molecule drugs derived from living cells; more complex to manufacture than small-molecule drugs
• biosimilar — a near-copy of a biologic drug whose patent has expired; the generic equivalent for biologics
• patent-cliff — the revenue loss following the expiration of key drug patents when generics or biosimilars enter the market
• peak-sales — the maximum annual revenue estimated for a drug at full market penetration; a core valuation input
• market-exclusivity — the period during which a drug is protected from generic competition; typically 10 to 12 years in the US
• orphan-drug — a treatment for rare diseases (fewer than 200,000 US patients); qualifies for extended market exclusivity
• managed-care — health insurance plans that coordinate care to control costs; affects the price a pharma company receives
• pharmaceutical-royalties — fees paid to a drug developer for licensing a compound to another company for commercialization
• drug-pricing — the list and net price dynamics for pharmaceuticals; highly scrutinized due to rebates and PBM negotiations
• pharmacy-benefit-manager — PBM; an intermediary that negotiates drug prices between insurers, pharmacies, and drug makers
• clinical-stage-company — a biotech company with no approved products and all value in its pipeline; high risk, high upside
• regulatory-milestone — a payment triggered by achieving a specific development or approval event in a licensing deal

Cluster 17: Sector — Retail, E-Commerce, and Consumer (Priority B — 16 new terms)

Mapped to sectors: retail, e-commerce, consumerstaples, homeimprovementretail, consumer-apparel, restaurants

• same-store-sales — SSS; revenue growth in stores open for at least one year; strips out expansion to show organic performance
• comparable-store-sales — identical concept to same-store-sales; also called comp sales
• average-order-value — AOV; the mean transaction value for an e-commerce customer; a key lever for revenue without adding users
• basket-size — the number of items or categories purchased in a single transaction; a retail depth metric
• foot-traffic — the number of physical store visitors; a leading indicator of brick-and-mortar sales trends
• sell-through-rate — the percentage of inventory sold in a period; high rates signal healthy demand and lean inventory
• inventory-shrinkage — inventory loss from theft, damage, or accounting error; a margin headwind for physical retailers
• direct-to-consumer — DTC; selling directly to end customers bypassing wholesalers and retail intermediaries
• wholesale-revenue — revenue from selling to third-party retailers; typically lower margin than DTC channels
• private-label — a retailer’s own-brand product manufactured by a third party; higher margin than national brands
• omnichannel-retail — an integrated approach combining physical and digital shopping experiences
• loyalty-program-economics — the cost and revenue contribution of customer rewards programs; affects customer lifetime value
• retail-margin — the gross or operating margin for retail businesses; structurally lower than software but scales differently
• gross-merchandise-value — GMV; total transaction value flowing through a marketplace or e-commerce platform (canonical: Cluster 12)
• e-commerce-penetration — the share of total retail sales conducted online; a macro trend metric for the sector
• customer-return-rate — the percentage of orders returned; a major margin and logistics cost driver in e-commerce

Cluster 18: Sector — Streaming, Social Media, and Entertainment (Priority B — 14 new terms)

Mapped to sectors: streaming, socialmedia, entertainment, media-entertainment, gaming

• average-revenue-per-subscriber — ARPS; the revenue earned per paying subscriber; the monetization depth metric for streaming
• subscriber-growth — net new paying subscribers in a period; the top-line growth metric for subscription media businesses
• content-spend — the total investment in original and licensed content; a major operating cost for streaming platforms
• streaming-margin — operating or contribution margin from streaming operations; structurally compressed by content costs
• ad-supported-tier — a lower-cost subscription tier generating revenue from advertising rather than full subscription fees
• impressions — the number of times an ad is displayed; the supply unit for digital advertising businesses
• click-through-rate — CTR; the percentage of impressions that result in a user click; an ad engagement quality metric
• cost-per-click — CPC; the price an advertiser pays each time a user clicks on an ad
• cost-per-mille — CPM; the price per one thousand impressions; the standard pricing unit for display and video advertising
• advertising-revenue — revenue from selling ad placements; the dominant revenue model for social media platforms
• content-amortization — the accounting expensing of licensed or produced content over its useful life
• engagement-rate — the percentage of users who interact with content; a proxy for platform stickiness and ad inventory quality
• in-app-purchase — revenue from virtual goods and premium features purchased inside a free application; key in gaming
• bookings — total value of new game or subscription purchases in a period; may differ from recognized revenue in gaming

Cluster 19: Sector — Energy, EV, and Clean Energy (Priority C — 15 new terms)

Mapped to sectors: electricvehicles, cleanenergy-solar, automotive

• levelized-cost-of-energy — LCOE; the lifetime cost of producing one unit of electricity; the standard renewable competitiveness metric
• power-purchase-agreement — PPA; a long-term contract to buy electricity at a fixed price; underpins clean energy project financing (canonical definition in Cluster 25 — Oil, Gas, and Energy; do not generate a separate glossary page from this cluster entry — link to /glossary/power-purchase-agreement/ when building Cluster 19 pages)
• capacity-factor — actual energy output divided by maximum potential output; higher is better for renewable assets
• gigawatt-hour — GWh; the standard unit of energy storage and generation capacity for large-scale projects
• battery-energy-density — the amount of energy stored per unit of weight or volume; a key EV range and cost driver
• vehicle-margin — gross profit per vehicle; the automotive equivalent of product gross margin; Tesla popularized this metric
• gigafactory — a very large-scale battery or EV manufacturing facility; a capex-intensive long-term capacity bet
• energy-transition — the global shift from fossil fuels to renewable energy sources; the macro theme for the clean energy sector
• clean-energy-tax-credit — government incentives for renewable energy investment; the IRA created significant US incentives
• carbon-offset — a credit representing the reduction of one tonne of CO2 emissions; bought to meet sustainability targets
• solar-installation-cost — the fully-installed cost per watt of solar capacity; declining trend is the key demand driver
• renewable-portfolio-standard — state mandates requiring utilities to source a percentage of power from renewables
• ev-penetration-rate — electric vehicles as a share of new vehicle sales; the adoption curve metric for the sector
• range-anxiety — consumer concern about EV battery range limitations; a psychological barrier to adoption
• charging-infrastructure — the network of EV charging stations; a co-dependent enabler of EV adoption rates

Cluster 20: Sector — Industrials and Aerospace (Priority C — 12 new terms)

Mapped to sectors: industrials, aerospace-defense, aerospace-evtol, logistics

• book-to-bill-ratio — new orders received divided by orders shipped; a ratio above 1.0 signals growing demand backlog
• defense-contract — a government procurement agreement for military goods or services; provides highly visible, multi-year revenue
• cost-plus-contract — a contract where the buyer pays the seller’s costs plus a fixed profit margin; common in defense
• fixed-price-contract — a contract with a set price regardless of actual costs; shifts execution risk to the supplier
• aftermarket-revenue — revenue from spare parts, maintenance, and services on installed products; higher margin than original equipment
• maintenance-repair-overhaul — MRO; recurring services for complex equipment; a high-margin, recurring revenue source
• backlog-to-revenue-ratio — order backlog divided by annual revenue; measures years of future revenue visibility
• organic-revenue-growth — growth from existing contracts and programs excluding new acquisitions (canonical: Cluster 6)
• government-contract-backlog — the total value of signed government contracts yet to be fulfilled; the defense revenue pipeline
• evtol — electric vertical take-off and landing aircraft; the emerging urban air mobility category
• sustainable-aviation-fuel — SAF; lower-carbon jet fuel; a mandated target for airlines reducing their emissions
• contract-win-rate — the percentage of bids resulting in contract awards; a leading indicator for defense and industrial companies

Cluster 21: Sector — Telecom, Networking, and Payments (Priority B — 15 new terms)

Mapped to sectors: telecommunications, networking, payments, fintech

• postpaid-subscriber — a wireless customer billed monthly after usage; higher lifetime value and lower churn than prepaid
• prepaid-subscriber — a wireless customer who pays upfront for a defined amount of service; more price-sensitive and higher-churn
• wireless-service-revenue — recurring subscription revenue from wireless plans; excludes equipment sales
• network-capital-expenditure — capex spent on building and upgrading telecommunications network infrastructure
• spectrum-acquisition — the purchase of wireless spectrum licenses; a major capital deployment event for telecom companies
• capital-intensity — capex as a percentage of revenue; telecom is one of the most capital-intensive sectors
• total-payment-volume — TPV; total dollar value of transactions processed by a payments network or fintech company
• authorization-rate — the percentage of payment transactions successfully approved; a quality metric for payment processors
• card-not-present — CNP; a transaction where the physical card is not used (e.g., online purchase); higher fraud risk and interchange
• interchange — the fee paid between banks when a card is used; set by card networks like Visa and Mastercard
• net-revenue-take — the percentage of total payment volume retained by a payments company after network fees
• payment-facilitator — a company that aggregates multiple merchants under its own merchant account; Stripe and Square are examples
• embedded-finance — the integration of financial services (lending, payments, insurance) into non-financial software products
• real-time-payments — instant payment settlement between bank accounts; a competitive threat to legacy card networks
• buy-now-pay-later-penetration — BNPL share of e-commerce transactions; a growth metric for the installment payments segment (canonical: Cluster 15)

Phase 7 Build Strategy

Pipeline-First Approach

The pipeline/generate_glossary.py script already exists and reads from pipeline/data/glossary_terms.json. The scale-out approach is:

1. Populate pipeline/data/glossary_terms.json with structured term data for each cluster
2. Run the generator for each cluster batch
3. Manually review and enhance high-priority terms (those linked to calculators or sector pillars)
4. Publish in waves aligned with the cluster priority tier

Required JSON fields per term (matching existing generator schema):

• term — display name
• tldr — one-sentence summary for meta description
• definition — two to three paragraph definition
• why_it_matters — investor relevance section
• formula — optional; include for metric terms with a calculation
• example — optional; use a real Visuwire company as the example
• related_terms — array of terms to link; should include at least one existing glossary term

Build Rate Targets by Phase

Quality Gates for Phase 7

• Every term must link to at least one existing company page as a real-world example
• Every term must link to at least two other glossary terms
• Sector-specific terms must link to the corresponding sector page
• Terms with a corresponding calculator page must include a calculator callout block
• No term should duplicate a page that already exists; run a slug check before generating

Updated Glossary Milestones

Phase 8: Glossary Scale-Out Continued — Clusters 22–39

Phase 8 replaces the original off-brand trading and portfolio clusters (options, bonds, stock mechanics) with clusters that directly serve readers arriving from Visuwire company and comparison pages. Three new sector clusters (Airlines, Insurance, Oil and Gas) fill gaps where company pages existed with no glossary support. Three new on-brand topic clusters (Revenue Model Mechanics, Professional Services, Data Center Infrastructure) extend topical depth. Phase 8 adds approximately 220 terms, pushing the glossary toward 645+ total.

Cluster Overview — Phase 8

Cluster 22: Sector — Airlines (Priority A — 12 new terms)

Mapped to sectors: travel-hospitality, aerospace-defense, transportation Company pages directly supported: Delta, Southwest, United, American Airlines, Boeing, Airbus. The site has two airline comparison pages (Southwest vs Delta, Delta vs United) and zero airline-specific glossary terms.

• available-seat-miles — ASM; the total number of seats multiplied by miles flown; the standard measure of airline capacity and the denominator for most per-unit metrics
• revenue-passenger-miles — RPM; the number of seats occupied by paying passengers multiplied by miles flown; the airline demand metric
• load-factor — RPM divided by ASM; the percentage of capacity filled by paying passengers; the single most-watched airline efficiency metric
• revenue-per-available-seat-mile — RASM; total airline revenue divided by ASMs; combines passenger and ancillary revenue in one per-unit figure
• passenger-revenue-per-available-seat-mile — PRASM; passenger revenue only divided by ASMs; the pure fare pricing metric stripped of ancillary effects
• cost-per-available-seat-mile — CASM; total operating costs divided by ASMs; airlines compete on CASM ex-fuel, which isolates controllable cost efficiency
• passenger-yield — average revenue earned per revenue passenger mile; the pricing power metric; declines when airlines discount aggressively to fill seats
• ancillary-revenue — fees from checked bags, seat selection, upgrades, and loyalty partnerships; the margin-expansion lever for low-cost carriers like Spirit and Frontier
• stage-length — the average flight distance across a carrier’s network; longer stages lower CASM because fixed per-flight costs are spread across more miles
• capacity-discipline — voluntary industry-wide restraint in adding seat capacity; the primary driver of sustained pricing power during airline up-cycles
• fuel-hedging — locking in jet fuel prices using futures or options contracts to reduce exposure to crude oil price swings; a major differentiator in airline cost management
• airline-alliance — a codeshare and loyalty partnership network such as Star Alliance, Oneworld, or SkyTeam; expands route reach without requiring owned aircraft

Cluster 23: Sector — Insurance and Risk (Priority A — 12 new terms)

Mapped to sectors: financialservices Company pages directly supported: Chubb, Marsh McLennan, UnitedHealth Group, American Express (card credit risk). The site has comparison pages for JPMorgan vs Bank of America and Coinbase vs Robinhood but zero insurance-specific glossary terms despite having multiple insurance company pages.

• combined-ratio — loss ratio plus expense ratio; below 100 indicates an underwriting profit; the primary insurance profitability metric; Chubb and similar P&C insurers are valued largely on this figure
• loss-ratio — claims paid as a percentage of premiums earned; the core claims cost measure; rising loss ratios are the main driver of combined ratio deterioration
• expense-ratio-insurance — operating and administrative expenses divided by premiums earned; the cost efficiency metric for insurers; distinct from the investment expense ratio used in asset management
• premiums-written — the total value of new insurance contracts signed in a period; the insurance equivalent of bookings; the top-line growth metric
• premiums-earned — the portion of premiums written that has been recognised as revenue after the coverage period is delivered; the income statement revenue line
• underwriting-profit — revenue from premiums minus claims and expenses; excludes investment income; the measure of whether the core insurance business is profitable on its own
• insurance-float — premiums collected and held before claims are paid; a low-cost source of investable capital; Berkshire Hathaway’s use of float to generate investment returns is the canonical example
• reinsurance — insurance purchased by an insurance company to cap its own catastrophic loss exposure; reduces earnings volatility and capital requirements
• catastrophe-loss — insured losses from major natural or man-made events such as hurricanes, earthquakes, or wildfires; the single largest driver of P&C insurer earnings variability
• medical-loss-ratio — MLR; healthcare claims paid as a percentage of premiums earned; the key metric for UnitedHealth, Humana, and managed care companies; regulated to a minimum of 80–85 percent by the ACA
• risk-based-capital — a regulatory capital adequacy framework for insurers that scales required capital to the riskiness of the insurer’s asset and liability portfolio
• claim-severity-and-frequency — two components of total insurance loss: the average cost per claim (severity) and the number of claims in a period (frequency); together they explain loss ratio changes

Cluster 24: Investing Strategies and Styles (Priority B — 7 terms, trimmed)

Trimmed from 18 to 7 terms. Removed: pure portfolio construction concepts (passive investing, factor investing, quantitative investing, core-satellite, concentrated portfolio), income-only strategies, and dollar-cost-averaging (already covered in the existing dollar-cost-averaging glossary page). Retained terms that directly inform how readers interpret company and sector pages on Visuwire.

• value-investing — buying stocks trading below their estimated intrinsic value; the approach associated with Warren Buffett and Benjamin Graham; the lens through which low-P/E and high-FCF-yield company pages are most relevant
• growth-investing — buying stocks of companies expected to grow revenue and earnings faster than the market average; the investing frame for the majority of tech, SaaS, and semiconductor company pages on Visuwire
• momentum-investing — buying stocks that have recently outperformed the market and holding them as long as the trend persists; explains why stocks that beat earnings estimates often continue to outperform in subsequent quarters
• contrarian-investing — taking positions opposite to the prevailing market sentiment; buying when others are fearful; relevant for interpreting beaten-down company pages where the bear case is well understood
• thematic-investing — building a portfolio around a macro trend such as artificial intelligence, clean energy, or cloud migration; the investment strategy most directly served by Visuwire’s sector pages
• quality-investing — targeting companies with high returns on capital, durable competitive advantages, and consistent earnings growth; the lens for interpreting ROIC, gross margin, and FCF metrics across company pages
• sector-rotation — shifting capital between sectors based on the business cycle; for example from growth to defensives as rates rise; explains why sector performance context matters in Visuwire’s sector comparison pages

Cluster 25: Sector — Oil, Gas, and Energy (Priority B — 12 new terms)

Mapped to sectors: cleanenergy-solar, electricvehicles, industrials Company pages directly supported: ConocoPhillips, NextEra Energy, Constellation Energy, Venture Global, Plug Power. The energy sector spans fossil fuel producers, utility-scale renewables, and LNG exporters — all present on the site with zero shared glossary terms.

• upstream-midstream-downstream — the three stages of the oil and gas value chain: upstream (exploration and production), midstream (transport, processing, storage), downstream (refining and retail); understanding which segment a company operates in explains its margin structure and commodity exposure
• barrels-per-day — the standard production volume unit for oil and gas companies; the activity metric that drives revenue alongside realised price; ConocoPhillips reports this as its primary operational output
• lifting-cost — the cash cost to extract one barrel of oil from an existing well; the controllable operating cost that determines break-even oil price and marginal profit per barrel
• realized-price — the actual price a producer receives per barrel after hedges, quality adjustments, and transportation deductions; differs from benchmark WTI or Brent crude prices
• liquefied-natural-gas — LNG; natural gas supercooled to liquid form for transport by ship; the business model of Venture Global and a major global energy trade growth driver
• refining-crack-spread — the margin between crude oil input costs and the market price of refined petroleum products such as gasoline and diesel; the core profitability metric for downstream refining operations
• reserve-replacement-ratio — new proven reserves added in a year divided by production volumes; a ratio above 100 percent means the company is replacing what it extracts; critical for assessing long-term sustainability
• capacity-payments — revenue paid to power generators simply for having generation capacity available, regardless of actual output; a revenue stabiliser for utilities in markets with capacity mechanisms
• merchant-power — electricity sold at market rates without a fixed-price contract; higher revenue potential than contracted power but exposed to spot price volatility
• henry-hub — the US benchmark pricing point for natural gas futures; all domestic natural gas contracts are priced at a spread to Henry Hub
• energy-storage-revenue — revenue from grid-scale battery storage assets; a growing segment for NextEra, Tesla Energy, and independent power producers deploying lithium-ion Megapacks
• power-purchase-agreement — PPA; a long-term fixed-price contract to buy electricity output from a generator; the revenue backbone of utility-scale solar, wind, and battery projects; reduces merchant risk and enables project financing

Cluster 26: Dividends and Income Investing (Priority B — 16 new terms)

The existing dividend-yield page needs a full cluster around it. This is one of the most searched topic areas for retail investors.

• dividend — a cash or stock payment made by a company to its shareholders from earnings or retained profits
• dividend-per-share — the total dividends paid in a period divided by shares outstanding; the per-share income metric
• dividend-growth-rate — the annualised percentage increase in a company’s dividend payment over time
• dividend-aristocrat — an S&P 500 company that has increased its dividend every year for at least 25 consecutive years
• dividend-king — a company with 50 or more consecutive years of dividend increases; a subset of dividend aristocrats
• ex-dividend-date — the cutoff date to qualify for the next dividend payment; buying on or after this date excludes you from the dividend
• record-date — the date a company checks its books to identify who the registered shareholders are for an upcoming dividend
• payment-date — the date on which a dividend is actually distributed to eligible shareholders
• special-dividend — a one-time non-recurring dividend payment; often funded by asset sales or excess cash
• stock-dividend — a dividend paid in additional shares rather than cash; dilutes existing holders proportionally
• dividend-reinvestment-plan — DRIP; an automatic programme to use dividend payments to purchase additional shares
• payout-ratio — dividends paid divided by net income; high ratios may signal unsustainability; low ratios suggest room to grow
• cash-dividend-coverage-ratio — free cash flow divided by total dividends paid; a more conservative coverage measure than the payout ratio
• dividend-sustainability — the assessment of whether a company’s cash generation can support its current and future dividend payments
• high-dividend-yield-trap — a situation where an unusually high dividend yield signals an impending cut rather than a buying opportunity
• dividend-cut — a reduction in the per-share dividend payment; typically triggers a sharp sell-off and signals financial stress

Cluster 27: Economic Moats and Competitive Analysis (Priority A — 16 new terms)

These terms are directly used in Visuwire’s company and comparison page narratives. Every revenue breakdown page implicitly discusses why a company can maintain its margins and market share.

• economic-moat — a structural competitive advantage that protects a company’s profitability from competitors over the long term
• switching-costs — the time, money, and risk a customer incurs when changing from one product or supplier to another
• network-effects — when a product becomes more valuable as more people use it; the self-reinforcing moat of platforms and marketplaces (canonical slug: already in Cluster 12)
• pricing-power — the ability to raise prices without losing customers; the strongest signal of a wide competitive moat
• brand-value — the premium customers will pay for a product due to its reputation and recognition; an intangible competitive asset
• cost-advantage — producing a product or service at structurally lower cost than competitors; enables either higher margins or lower prices
• barriers-to-entry — factors that make it difficult for new competitors to enter a market; sources include regulation, capital requirements, and scale
• economies-of-scale — the cost advantages that come from larger production volume; spreads fixed costs across more units
• economies-of-scope — cost savings from producing multiple products together; different from economies of scale
• first-mover-advantage — the benefit of being the first to a market; can build brand recognition and distribution before competitors arrive
• competitive-advantage-period — the estimated number of years a company can earn returns above its cost of capital; used in DCF modelling
• market-share — the percentage of total industry revenue captured by a specific company; a relative size and competitive position metric
• total-addressable-market — canonical slug in Cluster 12 Sprint C
• serviceable-addressable-market — the portion of TAM that a company can realistically target given its product and geography
• competitive-moat-erosion — the gradual deterioration of a competitive advantage due to technology change, regulation, or new entrants
• winner-takes-most — a market dynamic where the leading player captures a disproportionate share of industry profit; common in software and platforms

Cluster 28: Corporate Governance and Management (Priority B — 15 new terms)

These terms support Visuwire’s company pages that discuss management decisions, capital allocation, and insider activity.

• board-of-directors — the elected body responsible for overseeing company management and representing shareholder interests
• independent-director — a board member with no material relationship to the company; required for audit, compensation, and nominating committees
• executive-compensation — the total pay package for senior leaders including salary, bonus, stock options, RSUs, and perks
• restricted-stock-unit — RSU; a promise to deliver shares at a future vesting date contingent on continued employment
• non-qualified-stock-option — an employee stock option that does not qualify for special tax treatment; taxed as ordinary income upon exercise
• incentive-stock-option — an employee stock option with preferential tax treatment if holding period requirements are met
• say-on-pay — an advisory shareholder vote on executive compensation packages; a governance accountability mechanism
• proxy-fight — a campaign by a dissident shareholder to win board seats by soliciting shareholder votes
• activist-investor — a shareholder who acquires a significant stake and pushes for strategic or operational changes
• poison-pill — a shareholder rights plan that dilutes a hostile acquirer’s stake when it crosses a threshold; a takeover defence
• staggered-board — a board structure where only a fraction of directors stand for election each year; slows hostile takeovers
• dual-class-share-structure — a capital structure with two share classes giving founders or insiders disproportionate voting power
• insider-ownership — the percentage of shares held by directors, officers, and major shareholders; high levels signal alignment with shareholders
• insider-trading — buying or selling shares based on material non-public information; illegal; distinct from legal insider transactions reported on Form 4
• related-party-transaction — a business dealing between a company and a party with a pre-existing relationship; a governance risk flag

Cluster 29: IPO and Private Markets (Priority B — 16 new terms)

Every new public company page Visuwire adds was once private. These terms support the company lifecycle narrative and attract investors researching newly public companies.

• initial-public-offering — already planned in Cluster 7; canonical there
• pre-ipo-valuation — the private market valuation of a company before it completes a public offering
• unicorn — a privately held startup valued at one billion dollars or more; a benchmark for venture-backed success
• decacorn — a privately held company valued at ten billion dollars or more
• venture-capital — institutional investment in early-stage, high-growth private companies in exchange for equity
• series-a-funding — the first institutional equity fundraising round for a startup after seed funding; sets the initial institutional valuation
• series-b-funding — a growth-stage funding round for companies that have demonstrated product-market fit and are scaling
• series-c-funding — a late-stage round for mature startups approaching IPO or profitability; typically involves larger cheque sizes
• cap-table — the capitalisation table listing every equity holder in a private company, their share class, and ownership percentage
• liquidation-preference — a clause granting preferred shareholders the right to be paid out first in a liquidation event, often before common shareholders receive anything
• anti-dilution-provision — a clause protecting investors from dilution if a future funding round is done at a lower valuation
• down-round — a fundraising round at a lower valuation than the previous round; signals deteriorating growth prospects
• secondary-market-private-equity — the buying and selling of existing private company shares between investors before an IPO
• lock-up-expiry — the end of the post-IPO restriction on insider selling; often triggers temporary selling pressure in new public companies
• price-to-earnings-at-ipo — the valuation multiple at which a company priced its IPO; a reference point for post-IPO performance tracking
• spac-merger — the transaction where a SPAC acquires a private company, taking it public without a traditional IPO process

Cluster 30: International Markets and Foreign Exchange (Priority B — 15 new terms)

Visuwire’s company pages frequently reference revenue from international segments. These terms contextualise that exposure for readers.

• foreign-exchange — the market for buying and selling currencies; affects the reported revenue of any company with international operations
• exchange-rate — the price of one currency expressed in terms of another; directly affects reported results for multinational companies
• currency-risk — the risk that changes in exchange rates will affect the value of revenue, costs, or investments denominated in foreign currencies
• fx-headwind — when a stronger home currency reduces the reported value of foreign revenue when translated back; a common earnings qualifier
• fx-tailwind — when a weaker home currency increases the translated value of foreign revenue; the opposite of an FX headwind
• constant-currency-growth — revenue growth calculated as if exchange rates had not changed; strips out FX effects to show underlying performance
• american-depositary-receipt — ADR; a certificate representing shares of a foreign company trading on a US exchange
• emerging-markets — economies that are developing and growing rapidly but are less mature than developed markets; higher risk and return potential
• developed-markets — economically mature countries with stable institutions and liquid capital markets; the US, Europe, and Japan are examples
• purchasing-power-parity — an exchange rate that equalises the price of a basket of goods across countries; used for real economic comparisons
• currency-hedging — using financial instruments such as forwards or options to lock in exchange rates and reduce FX exposure
• repatriation-risk — the risk that a country restricts a company from converting local currency profits back to its home currency
• dual-listed-company — a company listed on stock exchanges in two different countries under a common ownership structure
• country-risk — the additional risk of investing in a company with significant operations in a politically or economically unstable market
• global-revenue-mix — the breakdown of a company’s revenue by geographic region; used to assess international exposure and diversification

Cluster 31: Credit and Debt Analysis (Priority B — 15 new terms)

Extends the balance sheet cluster into debt quality assessment, which is central to the Financial Health Snapshot tool and the Balance Sheet Strength Scorer.

• leverage-ratio — debt relative to equity, assets, or EBITDA; the most common measure of how much debt a company carries
• net-debt-to-ebitda — net debt divided by EBITDA; the primary leverage metric for corporate credit analysis
• debt-service-coverage-ratio — DSCR; operating income divided by debt payments; measures a company’s ability to service its debt
• fixed-charge-coverage-ratio — earnings available to cover fixed obligations including interest, lease payments, and preferred dividends
• credit-default-swap — CDS; a contract that pays out if a bond issuer defaults; the market price reflects perceived default probability
• covenant — a condition in a loan agreement; a maintenance covenant requires ongoing compliance, a restriction covenant limits certain actions
• covenant-breach — violating a loan covenant; can trigger accelerated debt repayment or renegotiation at worse terms
• credit-facility — a revolving line of credit a company can draw on as needed; a liquidity buffer for working capital needs
• term-loan — a loan repaid over a fixed schedule; combined with a credit facility in most corporate debt structures
• secured-debt — debt backed by specific collateral; paid before unsecured creditors in a bankruptcy
• unsecured-debt — debt with no collateral backing; subordinate to secured debt in a recovery scenario
• senior-debt — the highest-priority debt in the capital structure; paid first in a liquidation
• subordinated-debt — debt with lower repayment priority than senior debt; higher yield to compensate for greater recovery risk
• bankruptcy — a legal process allowing a company to restructure or liquidate when it cannot meet its debt obligations
• distressed-debt — debt of a company that is in or near bankruptcy; traded at deep discounts by specialist investors

Cluster 32: ESG and Sustainability (Priority C — 14 new terms)

Growing institutional mandate and regulatory disclosure requirements make this a mandatory glossary cluster. Terms support the energy, industrials, and financial services sector pages.

• environmental-social-governance — ESG; a framework for evaluating a company’s performance on non-financial sustainability criteria
• esg-score — a numerical rating assigned by rating agencies to measure a company’s ESG performance; methodology varies significantly across providers
• scope-1-emissions — direct greenhouse gas emissions from sources the company owns or controls
• scope-2-emissions — indirect emissions from the purchase of electricity, heat, or steam consumed by the company
• scope-3-emissions — all other indirect emissions in the value chain, including suppliers and end users of the company’s products
• carbon-footprint — the total greenhouse gas emissions caused by an individual, company, or product, expressed in CO2 equivalents
• net-zero — a commitment to balance the amount of greenhouse gases emitted with equivalent removals from the atmosphere
• sustainability-report — an annual disclosure on a company’s environmental, social, and governance practices and performance
• greenwashing — making misleading claims about the environmental benefits of a product or corporate practice
• esg-integration — the inclusion of ESG factors alongside traditional financial metrics in the investment analysis process
• impact-investing — investing with the explicit intention to generate measurable positive social or environmental outcomes
• social-governance-risk — risks arising from labour practices, data privacy, executive misconduct, or regulatory violations
• double-materiality — the concept that a company should disclose both how ESG issues affect its business and how its business affects the world
• task-force-on-climate-related-financial-disclosures — TCFD; a voluntary framework for climate risk disclosure adopted by many large companies

Cluster 33: Sector — REITs and Real Estate Technology (Priority B — 15 new terms)

Mapped to sector: realestatetechnology

• real-estate-investment-trust — REIT; a company that owns income-producing real estate and is required to distribute at least 90 percent of taxable income to shareholders
• funds-from-operations — FFO; the REIT equivalent of earnings per share; net income plus depreciation minus gains on property sales
• adjusted-funds-from-operations — AFFO; FFO minus normalised capex and straight-line rent adjustments; a better cash flow proxy than FFO
• capitalization-rate — cap rate; net operating income divided by property value; the core yield metric for real estate assets
• net-operating-income — NOI; property revenue minus operating expenses before debt service and depreciation; the top-line profitability metric for real estate
• occupancy-rate — the percentage of rentable space that is leased; a primary demand indicator for commercial and residential REITs
• same-store-noi-growth — NOI growth from the same properties held in both comparison periods; the organic performance metric for REITs
• lease-expiry-schedule — the timing of upcoming lease renewals across a portfolio; a measure of near-term revenue visibility risk
• weighted-average-lease-term — WALT; the average remaining lease duration across a portfolio; longer is more stable
• triple-net-lease — a lease where the tenant pays all operating expenses including taxes, insurance, and maintenance; minimal landlord burden
• gross-lease — a lease where the landlord covers operating costs; lower net yield than net leases
• real-estate-operating-company — a company with significant real estate holdings structured as a C-corporation rather than a REIT
• proptech — technology companies disrupting real estate transactions, management, or financing; the core of the realestatetechnology sector
• debt-yield — net operating income divided by the loan amount; a lender’s measure of real estate loan safety
• loan-to-value-ratio — the mortgage balance divided by the appraised value of a property; a leverage metric in real estate lending

Cluster 34: Sector — Gig Economy, Ridesharing, and Food Delivery (Priority B — 15 new terms)

Mapped to sectors: ridesharing, fooddelivery, transportation

• gig-economy — the labour market characterised by short-term freelance work and independent contracting rather than permanent employment
• independent-contractor — a worker classified as self-employed; gig platforms use this classification to avoid employment costs and benefits obligations
• driver-earnings-per-hour — the effective hourly rate earned by platform drivers after costs; a labour quality and retention metric
• gross-bookings — the total value of all rides or orders facilitated before driver or restaurant payouts; the top-line demand metric for gig platforms
• marketplace-take-rate — canonical slug in Cluster 5; the gig platform version refers to the percentage of gross bookings kept as revenue
• driver-incentives — bonuses and promotions paid to attract and retain drivers in competitive geographies; a major variable cost
• rider-subsidies — discounts and promotions offered to attract and retain demand-side users; compresses near-term unit economics
• trips-per-day — daily completed rides or orders; the activity volume metric for gig platforms
• active-platform-users — the count of unique customers transacting on the platform in a given period
• delivery-fees — the charge to the consumer for on-demand delivery; a revenue component distinct from the take rate on the order value
• restaurant-commission — the fee charged to restaurants for receiving orders through a delivery platform; a primary revenue source for food delivery
• driver-utilisation-rate — the percentage of time a driver has a passenger or delivery in progress; higher utilisation improves unit economics
• wait-time — the average time between a customer request and driver arrival; a service quality and supply-demand balance metric
• surge-pricing — dynamic pricing that raises fares during peak demand; improves driver supply and platform take; controversial with consumers
• cohort-retention — the percentage of users from a given acquisition cohort still active in subsequent periods; the core lifetime value input for gig platforms

Cluster 35: Sector — Travel, Hospitality, and Restaurants (Priority B — 15 new terms)

Mapped to sectors: travel-hospitality, restaurants

• revenue-per-available-room — RevPAR; the primary hotel performance metric; occupancy rate multiplied by average daily rate
• average-daily-rate — ADR; the mean room rate charged per occupied room in a period; a hotel pricing power metric
• occupancy-rate-hotels — the percentage of available hotel rooms occupied in a period; the volume component of RevPAR
• total-revenue-per-available-room — TRevPAR; RevPAR plus ancillary revenue from food, beverage, spa, and meetings
• revenue-per-available-seat-hour — RevPASH; restaurant revenue divided by the number of seat-hours available; a dining efficiency metric
• same-restaurant-sales — comparable sales from locations open at least one year; strips out new unit openings to show organic performance
• average-unit-volume — AUV; annual revenue per restaurant location; the core system-wide unit economics metric for restaurant chains
• franchise-fee — the upfront payment a franchisee makes for the right to operate a branded location
• royalty-rate — the ongoing percentage of sales paid by a franchisee to the franchisor; the core revenue stream for franchise-model restaurant chains
• system-wide-sales — total sales across all franchise and company-owned locations; the demand scale metric for restaurant brands
• comparable-hotel-performance — performance of hotels open and operating in both comparison periods, excluding newly opened or renovated properties
• guest-satisfaction-score — a customer experience metric tracked by hotels and restaurants; correlates with pricing power and repeat visits
• loyalty-program-membership — the active member count of a hotel or airline rewards programme; a switching cost and direct booking driver
• direct-booking-rate — the percentage of hotel reservations made directly rather than through OTAs; higher rates improve margin by avoiding commission costs
• online-travel-agency — OTA; a platform such as Booking.com or Expedia that aggregates hotel and flight inventory; charges commission that compresses hotel margins

Cluster 36: Sector — Online Gambling, Gaming, and AdTech (Priority B — 16 new terms)

Mapped to sectors: onlinegambling, gaming, adtech

• gross-gaming-revenue — GGR; total wagers received minus winnings paid out; the top-line revenue metric for gambling operators
• net-gaming-revenue — NGR; GGR minus bonuses and promotions; the more conservative and representative revenue metric
• handle — the total amount of money wagered by bettors in a period, before subtracting winnings; the gross bookings equivalent for sportsbooks
• hold-rate — the percentage of total handle retained by the operator as gross gaming revenue; the sportsbook equivalent of take rate
• house-edge — the statistical advantage the operator has over the player; determines the theoretical hold rate for casino games
• active-player-count — the number of unique users who placed a wager in a given period; the engagement volume metric for gambling platforms
• customer-acquisition-cost-gaming — the fully-loaded cost to acquire a new depositing player; a critical unit economics metric for online gambling
• lifetime-value-gambling — the net revenue expected from a player over their full relationship with the platform; pairs with CAC for unit economics
• regulatory-market — a jurisdiction where online gambling is legally permitted and regulated; determines which geographies operators can enter
• monthly-active-players — the standard active user measure for gaming platforms; reported monthly to show engagement trends
• average-revenue-per-daily-active-user — ARPDAU; revenue divided by daily active users; the monetisation depth metric for free-to-play games
• loot-box — a randomised in-game purchase offering a chance at virtual items; a high-margin monetisation mechanic under increasing regulatory scrutiny
• programmatic-advertising — automated buying and selling of digital ad placements in real time through auctions; the dominant AdTech transaction mechanism
• demand-side-platform — DSP; technology that allows advertisers to buy digital ad inventory across multiple exchanges in one place
• supply-side-platform — SSP; technology that allows publishers to manage and sell their ad inventory across multiple demand sources
• ad-exchange — a marketplace where publishers and advertisers buy and sell ad impressions in real-time auctions

Cluster 37: Revenue Model Mechanics (Priority A — 14 new terms)

This is the most on-brand cluster in the entire glossary plan. Every Visuwire company page answers the question “how does this company make money?” — and these are the vocabulary terms that answer it. These terms also appear repeatedly across business model hub pages.

Mapped to business models: saas-business-model, subscription-business-model, marketplace-business-model, advertising-business-model, usage-based-business-model, transaction-fee-business-model, hardware-software-business-model

• recurring-revenue — revenue that repeats predictably from subscriptions, licenses, or ongoing service contracts; the highest-quality revenue type because it provides forward visibility and requires no reselling effort
• non-recurring-revenue — one-time revenue from project completion, product sales, or single transactions; harder to forecast and commands a lower valuation multiple than recurring streams
• license-revenue — fees paid for the right to use intellectual property; common in software (Microsoft Office perpetual), semiconductors (ARM architecture), and pharma (drug licensing agreements)
• royalty-revenue — ongoing payments tied to usage or sales of licensed IP; percentage-based and recurring; the revenue model for ARM Holdings, InterDigital, and similar IP-centric businesses
• franchise-revenue — royalties and initial fees received by a franchisor from operators of branded locations; the asset-light, high-margin revenue model for McDonald’s, Yum Brands, and Marriott
• commission-revenue — a percentage fee earned on facilitating a transaction between a buyer and seller; the revenue model for brokerages (Robinhood), real estate platforms, and insurance distributors
• service-revenue — revenue from ongoing delivery of a service rather than a product; the subscription and managed services model; generally higher retention and margin than hardware revenue
• hardware-revenue — one-time revenue from selling a physical product; structurally lower gross margins and valuation multiples than equivalent software or service revenue
• transactional-revenue — revenue earned per individual transaction; variable and volume-dependent; the model for Visa, Mastercard, PayPal, and Stripe
• usage-based-revenue — revenue tied directly to consumption of a service; aligns price with value delivered; the model for Snowflake (data storage queries), Datadog (hosts monitored), and AWS (compute hours)
• contract-revenue — revenue from specific customer contracts; recognised over the contract term per ASC 606; typical for defence companies (Lockheed Martin), IT services (Accenture), and enterprise software
• revenue-mix — the proportional breakdown of revenue across product lines, segments, or customer types; a quality and stability signal; a high share of recurring software revenue commands a premium over hardware-dominated mix
• high-margin-revenue — revenue streams with structurally superior gross margins; software, IP licensing, and professional services vs commodity hardware; Apple’s pivot toward services revenue illustrates the market’s preference
• attached-revenue — services, software, or consumables revenue sold alongside a hardware product; the Apple services model; the Razor-and-blade model; drives lifetime value well above the initial product sale

Cluster 38: Professional Services and B2B (Priority B — 8 new terms)

Mapped to company pages: Accenture, Paychex, Cintas, Danaher, Fiserv, Synnex, Iron Mountain. These companies generate revenue through recurring B2B service relationships and their key metrics are absent from the current glossary.

• utilisation-rate — the percentage of billable hours worked relative to available hours; the productivity and capacity metric for professional services firms like Accenture and management consultancies
• bill-rate — the hourly or daily rate charged to clients for professional work; the pricing power metric for consulting, staffing, and IT services companies
• managed-services — ongoing outsourced IT or business operations delivered for a recurring monthly fee; the high-retention B2B model behind much of Accenture’s and Fiserv’s recurring revenue
• business-process-outsourcing — BPO; contracting an entire business function such as HR, payroll, or finance to a specialist third party; the core service of Paychex and similar platforms
• revenue-per-employee — annual revenue divided by total headcount; the efficiency and value-add benchmark for services and consulting firms; high-value services firms like Visa have dramatically higher ratios than labour-intensive services
• renewal-rate — the percentage of service contracts renewed at expiration without negotiation; the retention metric for B2B services; high renewal rates signal strong switching costs and customer satisfaction
• cross-sell — selling an additional product or service to an existing customer; a key growth lever for enterprise software and financial services; Fiserv’s strategy of cross-selling payments tools into its banking software base is a prime example
• upsell — moving an existing customer to a higher-value tier, product, or feature set; the expansion revenue mechanism for SaaS; generates revenue growth without customer acquisition cost

Cluster 39: Data Center and Infrastructure (Priority B — 8 new terms)

Mapped to company pages: Equinix, Iron Mountain, American Tower, Prologis (industrial REIT with logistics adjacency). These companies are covered on the site but their sector-specific revenue model vocabulary is entirely absent from the glossary.

• colocation — a data center business model where companies rent space, power, and cooling in a shared facility rather than building their own; Equinix’s core business; revenue is predictable and contracted
• interconnection-revenue — fees for direct high-speed data connections between tenants within a colocation facility; Equinix’s premium revenue layer; higher-margin than base colocation and creates strong lock-in
• power-usage-effectiveness — PUE; total data center power consumption divided by IT equipment power; a standard efficiency benchmark; 1.0 is perfect, hyperscalers target below 1.2
• data-center-lease — a long-term contract for dedicated compute and power capacity in a third-party facility; the hyperscaler anchor tenant model that drives large colocation facility construction
• cell-tower-lease — a long-term contract with a wireless carrier to use a tower’s infrastructure; American Tower’s core revenue unit; typically 5 to 30 year initial terms with annual escalators
• anchor-tenant — a large customer whose long-term commitment enables a real estate or infrastructure project to be financed and built; hyperscalers like AWS and Microsoft serve this role in data center development
• kilowatt-capacity — the amount of electrical power available for lease in a data center; the supply unit for data center pricing; hyperscaler demand is measured in hundreds of megawatts
• data-sovereignty — legal and regulatory requirements that certain data must be stored within specific geographic borders; a primary driver of demand for local data center capacity in regions like the EU and India

Phase 8 Build Strategy

Phase 8 terms follow the same pipeline-based approach as Phase 7 — populate pipeline/data/glossary_terms.json per cluster and run generate_glossary.py.

Priority sequencing within Phase 8:

1. Build Clusters 22, 23, and 25 (Airlines, Insurance, Oil/Gas) first — these support existing company pages with zero glossary coverage; each term on these pages can immediately link to a live glossary anchor
2. Build Cluster 37 (Revenue Model Mechanics) second — the highest on-brand cluster in the plan; every business model hub page and company page can link to these terms immediately
3. Build Clusters 27 and 28 (Moats, Governance) third — directly enhance every comparison page and company narrative
4. Build Clusters 38 and 39 (Professional Services, Data Center/Infrastructure) alongside relevant company page additions or refreshes
5. Build Cluster 29 (IPO) when adding newly-public company pages
6. Build Clusters 30 and 31 (FX, Credit) to support multinational and debt-heavy company page analysis
7. Build Clusters 33–36 (REITs, Gig Economy, Travel, Gaming) in parallel with corresponding sector page refreshes
8. Build Cluster 32 (ESG) last — lowest topical urgency for current audience

Updated Glossary Milestones Including Phase 8

Note: Phase 7B count adjusted -7 for Cluster 11 trim (14→7 terms). Phase 8 count reflects removal of off-brand clusters (options, bonds, stock mechanics) and addition of on-brand replacements and new clusters 37–39.

Phase 9: Glossary Scale-Out — Clusters 40–42

Phase 9 fills three sector vocabulary gaps confirmed by cross-referencing company pages and comparison pages that exist but have no supporting glossary cluster. Each cluster maps directly to active comparison pages where at least one side of the comparison currently has no sector-specific glossary terms. Phase 9 adds approximately 28 terms.

Cluster Overview — Phase 9

Cluster 40: Logistics and Freight (Priority B — 10 new terms)

Mapped to sectors: logistics, transportation Company pages directly supported: FedEx, UPS, Old Dominion Freight Line. Cluster 20 (Industrials and Aerospace) maps to logistics but contains only aerospace and defense metrics. None of Old Dominion’s or FedEx’s core operating metrics are in the current plan.

• operating-ratio-freight — operating expenses as a percentage of revenue; the primary LTL and trucking profitability metric; Old Dominion’s sub-70% OR is the sector benchmark; lower is better
• revenue-per-hundredweight — revenue per 100 pounds of freight carried; the pricing yield metric for LTL carriers; rising yield with flat tonnage means price-driven revenue growth
• less-than-truckload — LTL; freight shipping where multiple shippers share trailer space; the business model of Old Dominion and FedEx Freight; contrasts with full truckload (FTL) where a single shipper fills the trailer
• freight-yield — average revenue per unit of freight volume; the pricing power metric for carriers; analogous to airline RASM and subject to the same pricing-volume trade-off
• average-daily-shipments — the volume metric for parcel and LTL freight carriers; the demand indicator alongside revenue per shipment; used alongside tonnage growth to assess pricing vs volume mix
• ground-vs-air-mix — the revenue split between ground and express air delivery; air is higher revenue per package but lower volume; the margin structure signal for FedEx’s segment reporting
• fuel-surcharge — a variable fee added to freight rates to offset jet fuel and diesel cost swings; partially insulates carriers from oil price volatility; typically indexed to weekly fuel prices
• hub-and-spoke-network — a freight network where shipments consolidate at central hubs for sorting before redistribution to destinations; the operating design of FedEx, UPS, and all major LTL carriers; high fixed cost but scale advantages
• package-volume — total shipments in a period; the demand volume metric that determines whether carriers cover fixed network costs; UPS and FedEx both report daily package volume as a key operating metric
• on-time-delivery-rate — shipments delivered on the committed service date as a percentage of total; the service quality metric that drives customer retention; Old Dominion’s consistently high on-time rate is a core moat

Cluster 41: Consumer Packaged Goods (Priority B — 10 new terms)

Mapped to sectors: consumerstaples Company pages directly supported: Procter and Gamble, Coca-Cola, PepsiCo, Colgate-Palmolive, Kraft Heinz, Hershey, Mondelez International. Cluster 17 maps to consumerstaples but all its terms describe retailer and e-commerce economics. CPG brand companies operate on fundamentally different metrics.

• organic-volume-growth — the unit volume component of revenue growth excluding pricing effects; rising volume means consumers are buying more units not just paying more per unit; volume declines while pricing grows is a sign of demand elasticity pressure
• pricing-vs-volume-decomposition — the breakdown of organic revenue growth into what came from price increases and what came from volume changes; the primary analytical framework on every Coca-Cola and P&G earnings call
• trade-spend — promotional money paid to retailers for shelf placement, feature ads, and end-cap displays; typically 15 to 25 percent of gross CPG revenue; a major margin variable that is difficult to reduce without losing shelf position
• brand-portfolio-management — the strategy of allocating investment across a company’s brand hierarchy by divesting slower-growth brands and concentrating on higher-margin or faster-growing ones; P&G’s disposal of over 100 brands to focus on 65 core franchises is the canonical example
• household-penetration-rate — the percentage of target households that purchase a brand at least once per year; a market share depth metric distinct from dollar share of shelf; rising penetration with declining basket size signals downtrading to smaller pack sizes
• premiumization — shifting a product portfolio toward higher-price, higher-margin items; Hershey’s premium chocolate line and Coca-Cola’s Smartwater and premium sparkling water portfolio are examples; drives revenue growth without unit volume expansion
• private-label-pressure — competitive risk when retailers introduce own-brand alternatives; accelerates when consumers trade down during recessions or high-inflation periods; a persistent headwind for Kraft Heinz’s commodity-adjacent categories
• innovation-funnel — the pipeline of new products in development and test markets; a shelf-space defense mechanism and long-term growth engine for mature CPG companies; tracked by percentage of revenue from products launched in the past three years
• net-revenue-management — the discipline of optimizing price, pack size, promotion depth, and channel mix to improve net revenue per unit sold above gross revenue growth; a core competency at P&G, Unilever, and Coca-Cola
• category-leadership — a brand’s status as the number one or two player by dollar or unit share within a defined product category; used to justify trade-spend and shelf allocation negotiating leverage with retailers

Cluster 42: Automotive Manufacturing Economics (Priority B — 8 new terms)

Mapped to sectors: automotive, electricvehicles Company pages directly supported: Ford, General Motors. Cluster 19 maps to automotive but covers EV and clean energy metrics only. Ford and GM’s core OEM economics — dealer channel, transaction pricing, warranty, ICE vs EV mix — are entirely absent from the current plan.

• average-transaction-price — ATP; the actual price a buyer pays for a vehicle net of dealer and manufacturer incentives; consistently below MSRP; the real pricing power signal for Ford and GM as incentive spending fluctuates with inventory levels
• incentive-spend-per-vehicle — manufacturer discounts, financing subsidies, and cash-back offers allocated per vehicle sold; when ATPs fall while MSRPs are stable, incentive spend is rising; the primary indicator of demand weakness and margin pressure
• dealer-inventory-days-supply — average days vehicles sit on dealer lots before selling; below 60 days is healthy demand; above 90 days signals demand softness and incoming incentive escalation
• vehicle-mix — the profit contribution breakdown by segment (trucks, SUVs, EVs, cars); F-Series trucks are Ford’s highest-margin products and their volume and pricing are the dominant driver of Ford’s total profitability
• warranty-cost-per-vehicle — average warranty claims cost per vehicle sold; a product quality and engineering efficiency signal; rising warranty costs are an early indicator of product execution problems and can erode margin unexpectedly over multi-year claim tails
• dealer-vs-direct-sales — the contrast between franchised dealer distribution and direct-to-consumer sales (Tesla’s model); the dealer channel is capital-light but limits OEM control over pricing, customer data, and service experience
• electrification-investment — cumulative capex and R&D committed to EV product development and battery manufacturing capacity; both Ford and GM disclose this as a multi-year total; the forward commitment signal for how aggressively an OEM is funding the transition
• contribution-margin-per-vehicle — revenue minus variable manufacturing cost per unit before fixed overhead allocation; the unit economics metric used in Ford’s EV segment reporting to show the path from loss-making to profitability per vehicle

Phase 9 Build Strategy

Phase 9 terms follow the same pipeline approach — populate pipeline/data/glossary_terms.json and run generate_glossary.py.

Priority sequencing within Phase 9:

1. Build Cluster 40 (Logistics and Freight) first — fedex-vs-ups is one of the highest-value comparison pages on the site and currently has no freight-specific glossary anchors; these terms can be linked immediately from both company pages and the comparison
2. Build Cluster 41 (Consumer Packaged Goods) second — seven company pages plus coca-cola-vs-pepsi are the immediate beneficiaries; pricing-vs-volume-decomposition and trade-spend are high-search-volume definitional terms
3. Build Cluster 42 (Automotive) third — ford-vs-gm is a strong comparison page; average-transaction-price and incentive-spend-per-vehicle are the most searched OEM-specific terms
4. Add the 6 Cluster 14 extension terms (semiconductor equipment) alongside any Cluster 14 JSON build run

Updated Glossary Milestones Including Phase 9

Note: Cluster 14 extended by 6 terms (21 total). Phase 9 adds 28 terms across three new clusters.

Long-Term Goal: Historical Financial Data Pages

Status: Future build — requires data layer first Modelled on: Macrotrends.net (estimated ~15M monthly visits, majority from historical data queries) Target page count: 2,400+ pages from 300 companies × 8 core metrics Timeline: Begin planning at Week 60; begin build at Week 80+ after glossary and tools are established

The Concept

Macrotrends ranks #1 for thousands of queries in the format:

• "[company] revenue by year"
• "[company] gross margin history"
• "[company] net income over time"
• "[company] free cash flow 2019 2020 2021 2022 2023"

These are reference lookups made by analysts, investors, students, and journalists every day. The competition is structurally weak: Macrotrends ranks but its pages are data-only with no narrative, no internal linking, and no sector context. Wisesheets, Stock Analysis, and similar sites cover the same ground but with equally thin content.

Visuwire’s version would be meaningfully better: each historical data page would include the chart and table, a 2–3 sentence narrative interpreting the trend, links back to the main company page and relevant comparison pages, and glossary anchors for the metric itself. The site’s existing company page narratives already establish the editorial voice that makes this differentiation natural.

URL Structure

/companies/{slug}/{metric}-history/

Examples:

• /companies/apple/revenue-history/
• /companies/nvidia/gross-margin-history/
• /companies/microsoft/free-cash-flow-history/
• /companies/amazon/net-income-history/

Each URL targets the primary search query directly. The slug pattern is consistent and crawlable. Hugo can generate these as a sub-section of the existing company content directory.

Target Metrics Per Company (8 core)

Secondary metrics (Phase 2, highest-priority companies only):

Required Data Layer

This is the critical dependency. The current generate_article.py data model stores only current and prior year per metric — two data points. Historical pages require a time series: at minimum 5 years, ideally 10.

Required new data structure per company (pipeline/data/historical/{slug}.json):

{
  "company": "Apple",
  "ticker": "AAPL",
  "slug": "apple",
  "fiscal_year_end": "September",
  "history": {
    "revenue": [
      {"year": 2015, "value": 233715, "unit": "millions"},
      {"year": 2016, "value": 215639, "unit": "millions"},
      {"year": 2017, "value": 229234, "unit": "millions"},
      {"year": 2018, "value": 265595, "unit": "millions"},
      {"year": 2019, "value": 260174, "unit": "millions"},
      {"year": 2020, "value": 274515, "unit": "millions"},
      {"year": 2021, "value": 365817, "unit": "millions"},
      {"year": 2022, "value": 394328, "unit": "millions"},
      {"year": 2023, "value": 383285, "unit": "millions"},
      {"year": 2024, "value": 391035, "unit": "millions"}
    ],
    "gross_margin_pct": [
      {"year": 2015, "value": 40.1},
      ...
    ]
  }
}

Data sourcing options (in order of build cost):

1. Manual entry for top 50 companies — highest-traffic company pages first; one-time data entry cost; verifiable against 10-K filings; most accurate
2. SEC EDGAR XBRL API — free, structured financial data from all US public company filings; requires a parsing pipeline; covers most metrics going back 8–10 years; only works for US-listed companies
3. Commercial financial data API (Polygon.io, Financial Modeling Prep, Tiingo) — fastest path; $50–200/month; returns clean JSON; reduces build time significantly

The SEC EDGAR approach is the most defensible long-term (data comes directly from filings, same source as Macrotrends) and has no ongoing cost. Financial Modeling Prep’s free tier covers 250 requests/day and may be sufficient for an initial 50-company build.

Generator Design

New script: pipeline/generate_historical_pages.py

Behaviour:

• Reads pipeline/data/historical/{slug}.json per company
• For each metric defined in the history object, generates a Hugo markdown page at content/companies/{slug}/{metric}-history.md
• Skips slugs where the page already exists (same pattern as generate_glossary.py)
• Injects chart-ready data into Hugo front matter as a JSON array for client-side rendering
• Generates the narrative blurb using a template with {company}, {metric}, {start_year}, {end_year}, {cagr}, {trend_direction} substitutions

Hugo front matter example:

---
title: "Apple Revenue History (2015–2024)"
description: "Apple annual revenue from 2015 to 2024. See how iPhone, Services, and Mac revenue drove Apple's growth from $233B to $391B over a decade."
slug: "revenue-history"
metric: "revenue"
company_slug: "apple"
chart_data: [233715, 215639, 229234, 265595, 260174, 274515, 365817, 394328, 383285, 391035]
chart_years: [2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024]
unit: "millions USD"
lastmod: "2025-01-01"
---

Internal Linking Structure

Each historical data page must link to:

• The parent company page (/companies/{slug}/)
• The glossary page for the metric (/glossary/{metric}/)
• At least 2 comparison pages featuring the company
• 1–2 peer company pages with the same metric (e.g., Apple revenue history links to Microsoft revenue history)
• The relevant sector page

This transforms 2,400 individual data pages into a dense internal link graph that reinforces the topical authority of every company and sector page they connect to.

Build Phasing

Phase A — Data infrastructure (begin Week 60)

• Build the pipeline/data/historical/ directory structure
• Source data for top 50 companies by traffic/attention (use data/topical-authority/top-50-attention-companies.csv)
• Priority order: Nvidia, Apple, Microsoft, Alphabet, Amazon, Meta, Tesla, TSMC, AMD, Broadcom — companies with the highest existing search demand
• Validate data against 10-K filings for at least the most recent 3 years

Phase B — Generator build (Week 64)

• Build pipeline/generate_historical_pages.py
• Build the Hugo template/layout for history pages including chart rendering
• Launch with top 50 companies × 8 core metrics = 400 pages

Phase C — Scale to full 300 companies (Week 72+)

• Expand historical data files to all 300 companies
• Add secondary metrics for the top 50
• 300 companies × 8 metrics = 2,400 pages at full scale
• 300 companies × 13 metrics (with secondary) at eventual scale = ~3,900 pages

Expected Traffic Profile

Historical data pages are among the most reliable organic traffic assets in finance content because:

• Queries are evergreen — people search “Apple revenue by year” every year, forever
• Intent is purely informational with no purchase funnel — low competition from commercial players
• Pages accumulate backlinks naturally as journalists and students cite the data
• Each page has a clear and unique primary keyword (no cannibalization risk)

The weakest version of this build (top 50 companies × 8 metrics = 400 pages) should reliably capture 2,000–8,000 additional monthly visits within 12 months of indexing, based on Macrotrends’ traffic distribution. Full scale (2,400+ pages) has the potential to become the largest single traffic driver on the site.

Milestone