Head-to-head comparison
Gemini 3.1 Pro Preview (Google) and Muse Glimmer 30B (Meta) 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 9 September 2026
As of 9 September 2026, Gemini 3.1 Pro Preview holds the stronger ModelCap Index position (#12 vs #28); Muse Glimmer 30B is 10.9× cheaper per output token ($1.10/1M vs $12.00/1M); Gemini 3.1 Pro Preview offers the longer context window (1M vs 131K tokens); and Muse Glimmer 30B ships open weights.
Evidence: 4 public benchmark observations across 4 boards · publisher-corpus-prior over 182 held-out anchors (37%); 1 specialist-board observation at 1.3% support (21%); launch card against 2 resolved peers on 12 rows (42%); exceeds every named peer on 6 of 12 rows; optimism haircut 0 from cross-lab-probe; shrunk 8.1 up 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.
Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.
Gemini 3.1 Pro Preview ranks higher on the ModelCap Index as of 9 September 2026: #12 against #28. 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.
Muse Glimmer 30B is cheaper on output tokens: $1.10/1M against $12.00/1M. Input tokens are $2.00/1M for Gemini 3.1 Pro Preview and $0.30/1M for Muse Glimmer 30B. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens. For 1,000 requests with 2,000 input and 500 output tokens each (2M input + 0.5M output), the listed-rate estimate is $10.00 for Gemini 3.1 Pro Preview versus $1.15 for Muse Glimmer 30B. Muse Glimmer 30B costs 88.5% less in this scenario. This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the selected endpoint before budgeting.
Gemini 3.1 Pro Preview has the larger context window: 1M tokens against 131K.
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: API only. Muse Glimmer 30B: Open weights. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.
ModelCap currently lists 2 API providers for Gemini 3.1 Pro Preview and 4 for Muse Glimmer 30B, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.
Every figure comes from the sealed ModelCap dataset published 9 September 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.