Ratings and research summaries stay free for everyone. Full Access unlocks institutional software memos, valuation bridges, and the permanent archive (with CSV and workbook backup exports). Full Access ($1,000/yr, renews annually) covers 100+ software companies.
Built for software investment conviction and capital-allocation edge: R&D Compounders vs Burners/Faders regime calls, SaaS unit-economics and SBC bridges, Bear/Base/Bull valuation matrices, and 10-K/10-Q footnote red flags. Ratings on /benchmark, the stock database on /research, and interactive 3-statement financials on /model stay open for every visitor.
Unlocks full DUOL software memos, valuation bridges, permanent archive & backup CSV exports
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OpenAI's voice model can now dial a phone number on its own, and Google ships a rival. Across $RNG, $FIVN, $ZM and $OOMA, only one name returns more gross profit per R&D dollar than the benchmark median, and acquisitions lift that one.
Anthropic's new sheets still send serious work back to Excel, but owner cash after capex and stock pay fell 46.64% in two years and the market value assumes about 57% yearly growth. Avoid, conviction 3 of 5.
Composite Score = 30% Revenue Growth Rank + 30% Operating Profit Rank + 20% Gross Margin Rank + 20% 1-Year R&D Payback Rank
| Quality Rating Factor / Metric | DUOL (Duolingo) | SHOP (SHOPIFY) | Head-to-Head Edge |
|---|---|---|---|
| Software Quality Rating | 75.3 (Strong) | 61.9 (Strong) | DUOL |
| Revenue Growth Rank (30% weight) | 97.7th pct | 80.6th pct | DUOL |
| Operating Profit Rank (30% weight) | 65.1th pct | 68.2th pct | SHOP |
| Gross Margin Rank (20% weight) | 45.7th pct | 3.9th pct | DUOL |
| 1Y R&D Payback Rank (20% weight) | 86.8th pct | 82.2th pct | DUOL |
| GAAP FCF - SBC Margin | 23.0% | 15.1% | DUOL |
Full Access is $1,000/yr and renews annually for an individual seat, with immediate web and magic-link access upon checkout. Ratings and research summaries stay free for everyone. Full Access unlocks institutional software memos, valuation bridges, and the permanent archive (with CSV and workbook backup exports). Renewal can be canceled anytime in one click through Stripe with no multi-year contracts, auto-escalation clauses, or sales calls required. Stripe automatically issues corporate-ready invoices and receipts upon checkout.
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