ZMIME
Comparison · 3 models · Updated Oct 4, 2026

MiMo-V2.6-Pro vs Ornith 1.5 35B A3B vs Muse Glimmer 30B

MiMo-V2.6-Pro comes out ahead, 67 to 59 and 57 on our weighted score.

  1. Our pick

    Xiaomi

    MiMo-V2.6-Pro

    Released Sep 22, 2026

    67/100
    • ECI—
    • Price$0.435 / $0.87
    • Context1.05M
  2. DeepReinforce

    Ornith 1.5 35B A3B

    Released Aug 18, 2026

    59/100
    • ECI—
    • Price$0.20 / $1.70
    • Context262K
  3. Meta

    Muse Glimmer 30B

    Released Aug 10, 2026

    57/100
    • ECI—
    • Price$0.30 / $1.20
    • Context131K
01 — Verdict

MiMo-V2.6-Pro is our pick

MiMo-V2.6-Pro is the better all-round choice, scoring 67/100 against Ornith 1.5 35B A3B (59) and 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 · MiMo-V2.6-Pro $0.544 · Ornith 1.5 35B A3B $0.575 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.6-ProMiMo-V2.6-Pro 1,048,576 · Ornith 1.5 35B A3B 262,144 · Muse Glimmer 30B 131,072 tokens
  • Widest inputsMiMo-V2.6-ProMiMo-V2.6-Pro: Text, Images, Audio, Video · Ornith 1.5 35B A3B: Text, Images · Muse Glimmer 30B: Text, Images
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightMiMo-V2.6-ProOrnith 1.5 35B A3BMuse Glimmer 30B
Price50%626163
Inputs & features30%807070
Context window20%613724
Overall100%67/10059/10057/100

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.

MiMo-V2.6-Pro vs Ornith 1.5 35B A3B vs Muse Glimmer 30B specifications side by side
SpecificationMiMo-V2.6-ProXiaomiOrnith 1.5 35B A3BDeepReinforceMuse Glimmer 30BMeta
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.435$0.20 (best)$0.30
Output$0.87 (best)$1.70$1.20
Cached input$0.0036——
Blended (3:1)$0.544$0.575$0.525 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Xiaomi APIMedian of 2 providersMedian of 10 providers
Limits
Context window1,048,576 tokens (best)262,144 tokens131,072 tokens
Max output131,072 tokens—131,072 tokens
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsNoNoNo
AudioYesNoNo
VideoYesNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenOpenMITOpenApache 2.0
API model IDmimo-v2.6-pro——
API providers16 (best)212
ReleasedSep 22, 2026Aug 18, 2026Aug 10, 2026
Knowledge cutoff——Jan 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.

  • MiMo-V2.6-Pro$6.09
  • Ornith 1.5 35B A3B$5.40
  • Muse Glimmer 30B$5.40
04 — Questions

Which should you choose?

Which is better: MiMo-V2.6-Pro, Ornith 1.5 35B A3B or Muse Glimmer 30B?

MiMo-V2.6-Pro is the better all-round choice, scoring 67/100 against Ornith 1.5 35B A3B (59) and 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, MiMo-V2.6-Pro, Ornith 1.5 35B A3B or Muse Glimmer 30B?

Muse Glimmer 30B is cheaper at $0.30 input / $1.20 output per million tokens (median across 10 API providers). MiMo-V2.6-Pro costs $0.435 input / $0.87 output per million tokens (official Xiaomi API price); Ornith 1.5 35B A3B costs $0.20 input / $1.70 output per million tokens (median across 2 API providers). At a typical mix of three input tokens to one output token, that is $0.525 per million tokens for Muse Glimmer 30B versus $0.544 for MiMo-V2.6-Pro (1× as much) and $0.575 for Ornith 1.5 35B A3B (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. MiMo-V2.6-Pro has not been scored yet, Ornith 1.5 35B A3B 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 MiMo-V2.6-Pro, Ornith 1.5 35B A3B and Muse Glimmer 30B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

MiMo-V2.6-Pro has the largest context window at 1,048,576 tokens, against 262,144 for Ornith 1.5 35B A3B and 131,072 for Muse Glimmer 30B. Maximum output per response: MiMo-V2.6-Pro up to 131,072, Muse Glimmer 30B up to 131,072 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.6-Pro accepts text, images, audio and video; Ornith 1.5 35B A3B accepts text and images; Muse Glimmer 30B accepts text and images. MiMo-V2.6-Pro handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (MIT and Apache 2.0), so you can self-host them.

Which is newer?

MiMo-V2.6-Pro is the newest, released Sep 22, 2026. Ornith 1.5 35B A3B came out Aug 18, 2026; Muse Glimmer 30B came out Aug 10, 2026. Knowledge cutoff: 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.