Model decision surface
Compare AI models
Start with Gemini 3.1 Pro Preview and MiniMax M3.1 Flash, or choose any two current ranked language models. Compare capability evidence, price, context, provider availability, and weight access without pretending one field decides every use case.
Current public data
Gemini 3.1 Pro Preview vs MiniMax M3.1 Flash
Live dataset updated 10/23/2026, 1:29:37 AM UTC
Open 1200×630 evidence receipt| Field | Gemini 3.1 Pro Preview | MiniMax M3.1 Flash MiniMaxAI |
|---|---|---|
| ModelCap position | #11 | #22 |
| Index score | 80.3 | 77.7 |
| Evidence | Measured3 public benchmark observations across 3 boards | Estimatedglobal-corpus-prior over 210 held-out anchors (6%); launch card against 5 resolved peers on 6 rows (94%); optimism haircut 0 from cross-lab-probe; shrunk 1.8 toward the measured corpus |
| Input / 1M | $2.00 | Unavailable |
| Output / 1M | $12.00 | Unavailable |
| Pricing status | fresh | unavailable |
| Context | 1M | — |
| Providers | 2 | 0 |
| Weight access | No linked weights | Restricted license |
Decision facts
- Gemini 3.1 Pro Preview is #11; MiniMax M3.1 Flash is #22 on the same current language board.
- Index scores are 80.3 for Gemini 3.1 Pro Preview and 77.7 for MiniMax M3.1 Flash. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
- Evidence differs: Gemini 3.1 Pro Preview is Measured; MiniMax M3.1 Flash is Estimated.
- Weight access differs: Gemini 3.1 Pro Preview is none; MiniMax M3.1 Flash is restricted.
- ModelCap currently lists 2 providers for Gemini 3.1 Pro Preview and 0 for MiniMax M3.1 Flash.
These are separate published fields, not a synthetic winner. ModelCap does not collapse price, access, context, and capability evidence into a hidden recommendation score.
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Each comparison page is a permanent, shareable URL with the same live figures as this tool: ModelCap Index position, API pricing, context window, provider count, weight access and every shared benchmark board.