Head-to-head comparison
Gemini 3.1 Pro Preview (Google) and MiniMax M3.1 Flash (MiniMaxAI) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.
Snapshot as of 23 October 2026
As of 23 October 2026, Gemini 3.1 Pro Preview holds the stronger ModelCap Index position (#11 vs #22).
Evidence: 3 public benchmark observations across 3 boards · global-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. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.
Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.
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Gemini 3.1 Pro Preview ranks higher on the ModelCap Index as of 23 October 2026: #11 against #22. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it. Their published uncertainty intervals overlap, so the rank difference alone does not establish a reliable capability advantage for your workload.
At least one of the two has no listed API price on ModelCap right now, so no price comparison is made.
Gemini 3.1 Pro Preview: 1M-token context. MiniMax M3.1 Flash: context unknown. OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified.
The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.
Gemini 3.1 Pro Preview: No linked weights. MiniMax M3.1 Flash: Restricted license. Open weights mean the checkpoint can be downloaded and self-hosted under its licence. A missing weight link does not identify every API or chat product that offers a model.
ModelCap currently lists 2 API providers for Gemini 3.1 Pro Preview and 0 for MiniMax M3.1 Flash, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.
Every figure and ModelCap Index position comes from the same published snapshot dated 23 October 2026. Publication and page updates happen separately; use the snapshot date shown on the page.