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Comparison · 2 models · Updated Oct 4, 2026

Gemini 3.1 Flash Lite vs Muse Glimmer 30B

Gemini 3.1 Flash Lite comes out ahead, 73 to 57 on our weighted score, though Muse Glimmer 30B is 7% cheaper per token.

  1. Our pick

    Google

    Gemini 3.1 Flash Lite

    Released May 7, 2026

    73/100
    • ECI—
    • Price$0.25 / $1.50
    • Context1.05M
    Full specs Remove Gemini 3.1 Flash Lite

  2. Meta

    Muse Glimmer 30B

    Released Aug 10, 2026

    57/100
    • ECI—
    • Price$0.30 / $1.20
    • Context131K
    Full specs Remove Muse Glimmer 30B

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Gemini 3.1 Flash Lite is our pick

Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against Muse Glimmer 30B (57). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceMuse Glimmer 30BMuse Glimmer 30B $0.525 · Gemini 3.1 Flash Lite $0.563 per 1M tokens (3:1 blend)
  • Longest contextGemini 3.1 Flash LiteGemini 3.1 Flash Lite 1,048,576 · Muse Glimmer 30B 131,072 tokens
  • Widest inputsGemini 3.1 Flash LiteGemini 3.1 Flash Lite: Text, Images, PDFs, Audio, Video · Muse Glimmer 30B: Text, Images
  • Self-hostingMuse Glimmer 30BPublishes downloadable weights (Apache 2.0)
How the score is built
MeasureWeightGemini 3.1 Flash LiteMuse Glimmer 30B
Price50%6263
Inputs & features30%10070
Context window20%6124
Overall100%73/10057/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Gemini 3.1 Flash Lite vs Muse Glimmer 30B specifications side by side
SpecificationGemini 3.1 Flash LiteGoogleMuse Glimmer 30BMeta
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.25 (best)$0.30
Output$1.50$1.20 (best)
Cached input$0.025—
Blended (3:1)$0.563$0.525 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Google APIMedian of 10 providers
Limits
Context window1,048,576 tokens (best)131,072 tokens
Max output65,536 tokens131,072 tokens (best)
Inputs and features
TextYesYes
ImagesYesYes
PDFsYesNo
AudioYesNo
VideoYesNo
ReasoningYesminimal · low · medium · highYes
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryOpenApache 2.0
API model IDgemini-3.1-flash-lite—
API providers23 (best)12
ReleasedMay 7, 2026Aug 10, 2026
Knowledge cutoffJan 2025Jan 4, 2026
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Gemini 3.1 Flash Lite$5.50
  • Muse Glimmer 30B$5.40
04 — Questions

Which should you choose?

Which is better: Gemini 3.1 Flash Lite or Muse Glimmer 30B?

Gemini 3.1 Flash Lite is the better all-round choice, scoring 73/100 against Muse Glimmer 30B (57). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Gemini 3.1 Flash Lite or Muse Glimmer 30B?

Muse Glimmer 30B is cheaper at $0.30 input / $1.20 output per million tokens (median across 10 API providers). Gemini 3.1 Flash Lite costs $0.25 input / $1.50 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $0.525 per million tokens for Muse Glimmer 30B versus $0.563 for Gemini 3.1 Flash Lite (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Gemini 3.1 Flash Lite has not been scored yet and Muse Glimmer 30B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini 3.1 Flash Lite and Muse Glimmer 30B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Gemini 3.1 Flash Lite has the largest context window at 1,048,576 tokens, against 131,072 for Muse Glimmer 30B. Maximum output per response: Gemini 3.1 Flash Lite up to 65,536, Muse Glimmer 30B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Gemini 3.1 Flash Lite accepts text, images, PDFs, audio and video; Muse Glimmer 30B accepts text and images. Gemini 3.1 Flash Lite handles the widest range of inputs.

Are any of these open source?

Muse Glimmer 30B publishes its weights (Apache 2.0) and can be self-hosted; Gemini 3.1 Flash Lite is proprietary.

Which is newer?

Muse Glimmer 30B is the newest, released Aug 10, 2026. Gemini 3.1 Flash Lite came out May 7, 2026. Knowledge cutoff: Gemini 3.1 Flash Lite Jan 2025, Muse Glimmer 30B Jan 4, 2026.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.

05 — Keep comparing

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