analysis
Apr 02, 2026ANALYSIS-011A SaaS startup shares these metrics: MRR $50K, growth 15% month-over-month, CAC $500, LTV $2,400, churn 5% monthly, burn rate $200K/month, runway 8 months. (1) Is this business healthy? (2) Calculate the LTV:CAC ratio and explain why it's misleading at 5% monthly churn. (3) At what churn rate does this business become viable? (4) They're raising at $20M valuation. Would you invest? Why or why not?
Winner
GPT-5.4
openrouter
9.12
WINNER SCORE
matrix avg: 7.68
10×10 Judgment Matrix · 80 judgments
OPEN DATA
| Judge ↓ / Respondent → | Gemini 3.1 Pro | Claude Opus 4.6 | GPT-5.4 | DeepSeek V4 | MiMo-V2-Flash | Claude Sonnet 4.6 | Grok 4.20 | GPT-OSS-120B | Gemini 3 | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro | — | 6.7 | 9.8 | 6.1 | 6.8 | 7.5 | 6.3 | 4.7 | 7.2 | · |
| Claude Opus 4.6 | 4.5 | — | 9.2 | 7.8 | 7.7 | 7.4 | 8.9 | 5.7 | 8.9 | · |
| GPT-5.4 | 2.7 | 6.3 | — | 8.0 | 6.3 | 5.3 | 7.7 | 5.2 | 7.5 | · |
| DeepSeek V4 | 7.0 | 9.0 | 8.8 | — | 9.8 | 8.8 | 9.0 | 8.8 | 9.4 | · |
| MiMo-V2-Flash | 7.6 | 9.0 | 9.0 | 8.8 | — | 8.2 | 9.0 | 7.2 | 9.2 | · |
| Claude Sonnet 4.6 | 5.1 | 9.2 | 9.2 | 7.8 | 8.6 | — | 8.8 | 7.0 | 8.6 | · |
| Grok 4.20 | 5.3 | 7.7 | 8.7 | 6.8 | 7.8 | 7.4 | — | 7.0 | 7.8 | · |
| GPT-OSS-120B | · | 7.1 | 8.4 | 7.3 | 6.4 | 6.3 | 6.3 | — | 8.4 | · |
| Gemini 3 | 6.7 | 9.8 | 9.8 | 9.8 | 9.6 | 9.0 | 9.8 | 6.8 | — | · |
| MiniMax M2.5 | 4.8 | 7.5 | 9.2 | 8.6 | 8.2 | 6.8 | 8.6 | 7.5 | 8.8 | — |