Allen Institute·#260 of 351 on the current board
Olmo 3.1 32B Think is a language model from Allen Institute. It ranks #260 of 351 on ModelCap's current board, with an Index score of 25.0, measured on 2 public benchmarks. Its score range of 19.5–30.5 spans positions #233–#289. Its weights are openly downloadable.
Figures as of 25 Oct 2026, 23:19 UTC · download the public dataset · methodology
OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.
Current provider status is unavailable.
Structured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. They remain quarantined until dataset revision, harness, configuration and identity pass ModelCap’s independent admission review.
BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.
These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.
The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.
Not yet published: a current serving provider, measured provider uptime, published provider pricing, declared context and output limits, pinned evaluation dataset versions.
A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.
Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.
OpenRouter weekly popularity across the full model catalogue.
Independent providers versus the model's open or closed cohort, weighted by uptime.
Hugging Face 30-day downloads for open models; neutral for closed models.
Time since first public availability, on a six-month half-life.
allenai/Olmo-3.1-32B-ThinkOpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata
Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.
Models within 3 places of #260 on the ModelCap Index.
The same publisher's other current models with a public Index position.
Olmo 3.1 32B Think holds ModelCap Index position #260 of 351 ranked language models as of 25 October 2026, with an Index score of 25.0 (interval 19.5–30.5); evidence: measured. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.
No live API price is listed for Olmo 3.1 32B Think in the current snapshot as of 25 October 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.
Open weights (apache-2.0). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is allenai/Olmo-3.1-32B-Think on Hugging Face.
Olmo 3.1 32B Think has published results on 2 public boards tracked by ModelCap as of 25 October 2026: Arena text 1286 (#302 of 418) and Arena coding 1341 (#284 of 413). Each board page ranks every tracked model on that benchmark. The ModelCap Index scores the results its methodology admits, with published uncertainty, and shows reference boards without scoring them.
Olmo 3.1 32B Think ranks #260 (Index 25.0) and Llama 3.1 Tulu 3 70B ranks #267 (Index 24.2) on the ModelCap Index as of 25 October 2026. The head-to-head page lines up their benchmarks, listed prices, context windows and provider counts side by side.
Olmo 3.1 32B Think first appeared in the catalogue on 10 Dec 2025. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.