Olmo 3.1 32B Instruct vs Muse Glimmer 30B
At a Glance
| Compare |  Muse Glimmer 30BMeta | |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v4.4 | UnrankedNot in the 57-model eligible cohort | #39 of 5712.8 score · 1/3 sources · single-source provisional · missing LiveBench, ARC-AGI-2 · full-core range 4.3–70.9 |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | Not reported | $0.30Deepinfra ↗ · Oct 19, 2026 |
| Output priceFrom · USD / 1M tokens | Not reported | $1.20Deepinfra ↗ · Oct 19, 2026 |
| Context windowMaximum documented tokens | 66K | 131K |
| Model facts checked | Aug 28, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
| Benchmark | Olmo-3.1-32B-Instruct | Muse Glimmer 30B |
|---|---|---|
| LMArena Text Arenatext-2026-10-15-0ebb411abf00 · arena_rating · leader | 1,311.1494% of row best · rating · olmo-3.1-32b-instruct; 95% CI [1305.04954142, 1317.22764633]; votes 11817; rank 242 | 1,388.91100% of row best · rating · muse-glimmer; 95% CI [1379.26475817, 1398.55311930]; votes 3897; rank 167 |
| Overall ResultCounted from the protocol-matched rows above | 0 benchmark winsNo overall winner | 1 benchmark winNo overall winner |
Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.
Side-by-Side Facts
| Field | Olmo-3.1-32B-Instruct | Muse Glimmer 30B |
|---|---|---|
| Developer | Ai2 | Meta |
| Family | Olmo 3 1 32b Instruct | Muse Glimmer |
| Model | Olmo-3.1-32B-Instruct | Muse Glimmer 30B |
| Version | Olmo-3.1-32B-Instruct | Muse Glimmer 30B |
| Lifecycle | active | active |
| Released | Unknown | 2026-08-09 |
| Knowledge cutoff | Unknown | 2026-01-04 |
| Input modalities | Text | Text, Image |
| Output modalities | Text | Text |
| Context window | 66K | 131K |
| Total parameters | 32.2B | 29.8B |
| Active parameters | Unknown | Unknown |
| License | apache-2.0 | apache-2.0 |
| Open weights | Yes | Yes |
| API available | Unknown | Yes |
| Self-hostable | Yes | Yes |
| Provider access | Unknown | Deepinfra (Standard), Fireworks Ai (Standard), Together Ai (Standard) |
| Capabilities | chat, generation, tools | chat, generation, reasoning, structured_outputs, tools |
Olmo 3.1 32B Instruct Capabilities
Muse Glimmer 30B Capabilities
Related Comparisons
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|---|---|---|---|
| vs | cross-developer peerstext | ||
| vs | family variantstext | ||
| vs | family variantstext | ||
| vs | family variantstext | ||
| vs | cross-developer peerstext | ||
| vs | Llama-3.1-70BMeta | cross-developer peerstext | |
| vs | cross-developer peerstext | ||
| vs |  Codestral-22B-v0.1Mistral AI | cross-developer peerstext | |
| vs | Devstral-2-123B-Instruct-2512Mistral AI | cross-developer peerstext | |
| vs | Ministral-8B-Instruct-2410Mistral AI | cross-developer peerstext | |
| vs |  gpt-oss-20bOpenAI | cross-developer peerstext |
Primary Evidence
Sources and Freshness
Questions
Olmo 3.1 32B Instruct vs Muse Glimmer 30B FAQs
Is Olmo 3.1 32B Instruct or Muse Glimmer 30B better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Olmo 3.1 32B Instruct and Muse Glimmer 30B, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
Only Muse Glimmer 30B has a directly sourced input price: $0.30 per million tokens. Only Muse Glimmer 30B has a directly sourced output price: $1.20 per million tokens.
Which has a larger context window, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
Muse Glimmer 30B has the larger sourced context window. Olmo 3.1 32B Instruct supports 65,536 tokens and Muse Glimmer 30B supports 131,072 tokens.
Which performs better in benchmarks, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Olmo 3.1 32B Instruct or Muse Glimmer 30B be self-hosted?+
Both models have the same sourced self-hosting status: supported. Olmo 3.1 32B Instruct is open weight; Muse Glimmer 30B is open weight.
Can Olmo 3.1 32B Instruct and Muse Glimmer 30B understand images?+
Olmo 3.1 32B Instruct is not documented with image input; Muse Glimmer 30B is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
Olmo 3.1 32B Instruct has a sourced maximum output of 32,768 tokens; Muse Glimmer 30B's maximum output is not reported. A larger limit cannot be determined.
Do Olmo 3.1 32B Instruct and Muse Glimmer 30B support reasoning and tool use?+
Olmo 3.1 32B Instruct: tool calling. Muse Glimmer 30B: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
Olmo 3.1 32B Instruct has 0 sourced provider routes; Muse Glimmer 30B has 3, so Muse Glimmer 30B has broader tracked availability.
Which offers better value, Olmo 3.1 32B Instruct or Muse Glimmer 30B?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.