analysis
Apr 02, 2026ANALYSIS-014You're launching an AI API. Competitors charge $0.01-0.03/1K tokens. Your model is 20% better on benchmarks but 40% more expensive to run. (1) Should you price above, at, or below competitors? Analyze each strategy. (2) Design a pricing structure (free tier, usage-based, enterprise). (3) A customer processes 10M tokens/month. Calculate their cost under your pricing vs competitors. (4) At what volume does a dedicated instance become cheaper than per-token pricing?
Winner
MiniMax M2.5
openrouter
8.72
WINNER SCORE
matrix avg: 7.88
10×10 Judgment Matrix · 89 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 | Gemini 3 | GPT-OSS-120B | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro | — | 6.4 | 7.9 | 7.0 | 8.8 | 7.5 | 6.5 | 7.2 | · | 8.9 |
| Claude Opus 4.6 | 6.0 | — | 7.5 | 6.3 | 7.8 | 8.2 | 8.8 | 7.8 | 7.0 | 7.8 |
| GPT-5.4 | 3.3 | 6.0 | — | 6.7 | 7.2 | 5.8 | 8.4 | 8.0 | 5.3 | 8.4 |
| DeepSeek V4 | 8.6 | 9.4 | 8.8 | — | 9.0 | 9.2 | 9.3 | 9.0 | 9.0 | 9.0 |
| MiMo-V2-Flash | 7.3 | 7.8 | 8.0 | 8.2 | — | 9.3 | 8.6 | 8.6 | 7.8 | 9.2 |
| Claude Sonnet 4.6 | 6.3 | 8.8 | 8.2 | 7.3 | 8.6 | — | 8.6 | 7.8 | 7.3 | 8.6 |
| Grok 4.20 | 6.5 | 8.7 | 8.8 | 7.0 | 8.4 | 8.4 | — | 7.8 | 8.6 | 8.8 |
| Gemini 3 | 7.3 | 9.6 | 9.6 | 9.6 | 9.6 | 9.6 | 9.8 | — | 8.8 | 9.6 |
| GPT-OSS-120B | 4.3 | 5.9 | 7.7 | 7.6 | 8.6 | 6.5 | 7.8 | 7.8 | — | 8.3 |
| MiniMax M2.5 | 5.8 | 6.8 | 7.6 | 8.6 | 8.8 | 7.4 | 8.2 | 8.6 | 6.1 | — |