Muse Glimmer 30B Open vs 
Gemini 3.1 Pro Preview Paid
Muse Glimmer 30B vs Gemini 3.1 Pro Preview compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.
Gemini 3.1 Pro Preview — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$1.1 /M outputNo per-token fees if you self-host
$12 /M outputManaged API (no infra to run)
Muse Glimmer 30B vs Gemini 3.1 Pro Preview specs
| Spec | Muse Glimmer 30B | Gemini 3.1 Pro Preview | Winner |
|---|---|---|---|
| Maker | Meta | – | |
| Type | Open-weight | Proprietary | |
| Context window | 131K tokens | 1M tokens | |
| Input price | $0.3/M · free self-host | $2/M | |
| Output price | $1.1/M · free self-host | $12/M | |
| Vision / multimodal | Yes | Yes | = Tie |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | Yes | No (API only) | |
| License | Open weights | Proprietary |
Price gap & when to choose each
Muse Glimmer 30B is ~11× cheaper than Gemini 3.1 Pro Preview on output tokens ($1.1 vs $12 per M tokens).
- You want to self-host or run on your cloud
- You prioritize data privacy & control
- You want the lowest operating costs
- You are building open or reproducible AI
- You want frontier performance through a managed API
- You need the longer 1M context window
- You value reliability & ecosystem
- You don't want to manage infrastructure
Feature comparison
| Capability | Muse Glimmer 30B | Gemini 3.1 Pro Preview |
|---|---|---|
| Open weights (downloadable) | ✓ | ✗ |
| Self-hostable | ✓ | ✗ |
| Runs fully offline | ✓ | ✗ |
| Vision / multimodal | ✓ | ✓ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✗ | ✓ |
Benchmarks: Muse Glimmer 30B vs Gemini 3.1 Pro Preview
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How Muse Glimmer 30B and Gemini 3.1 Pro Preview score
| Criterion | Muse Glimmer 30B | Gemini 3.1 Pro Preview |
|---|---|---|
| Cost-efficiency | 4.5 | 3.5 |
| Context window | 3.5 | 5.0 |
| Openness | 5.0 | 1.5 |
| Self-hosting | 5.0 | 1.0 |
| Multimodality | 5.0 | 5.0 |
Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.
What each model is
Muse Glimmer 30B Open
Muse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon...
Gemini 3.1 Pro Preview Paid
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.
Other models in these families
These variants are tracked but not compared here — one page per family keeps the comparison readable.
Frequently asked questions
Is Muse Glimmer 30B as good as Gemini 3.1 Pro Preview?
Muse Glimmer 30B is open-weight and competitive on many tasks, but Gemini 3.1 Pro Preview may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.
Can I run Muse Glimmer 30B locally?
Yes. Muse Glimmer 30B has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Gemini 3.1 Pro Preview is API-only and cannot be self-hosted.
How much cheaper is Muse Glimmer 30B?
Muse Glimmer 30B costs $1.1/M output vs $12/M for Gemini 3.1 Pro Preview — roughly 11x cheaper via API, and free if you self-host.
Muse Glimmer 30B vs Gemini 3.1 Pro Preview — which should I pick in 2026?
Choose Muse Glimmer 30B if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Gemini 3.1 Pro Preview if you want frontier capability through a managed API with zero infrastructure to run.
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