ZMIME
Comparison · 2 models · Updated Oct 4, 2026

MiMo-V2.5 vs Gemma 4 12B IT

MiMo-V2.5 comes out ahead, 79 to 75 on our weighted score, though Gemma 4 12B IT is 29% cheaper per token.

  1. Our pick

    Xiaomi

    MiMo-V2.5

    Released Apr 22, 2026

    79/100
    • ECI—
    • Price$0.14 / $0.28
    • Context1.05M
  2. Google

    Gemma 4 12B IT

    Released Jun 9, 2026

    75/100
    • ECI—
    • Price$0.075 / $0.275
    • Context262K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

MiMo-V2.5 is our pick

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Gemma 4 12B IT (75). It leads on inputs & features and context window. Gemma 4 12B IT wins on price. 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 priceGemma 4 12B ITGemma 4 12B IT $0.125 · MiMo-V2.5 $0.175 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5MiMo-V2.5 1,048,576 · Gemma 4 12B IT 262,144 tokens
  • Widest inputsMiMo-V2.5MiMo-V2.5: Text, Images, Audio, Video · Gemma 4 12B IT: Text, Images
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightMiMo-V2.5Gemma 4 12B IT
Price50%8693
Inputs & features30%8070
Context window20%6137
Overall100%79/10075/100

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-V2.5 vs Gemma 4 12B IT specifications side by side
SpecificationMiMo-V2.5XiaomiGemma 4 12B ITGoogle
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.14$0.075 (best)
Output$0.28$0.275 (best)
Cached input$0.0028—
Blended (3:1)$0.175$0.125 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Xiaomi APIMedian of 2 providers
Limits
Context window1,048,576 tokens (best)262,144 tokens
Max output131,072 tokens (best)32,768 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioYesNo
VideoYesNo
ReasoningYesYes
Tool callingYesYes
Structured outputNoYes
Availability
WeightsOpenOpen
API model IDmimo-v2.5—
API providers21 (best)2
ReleasedApr 22, 2026Jun 9, 2026
Knowledge cutoffDec 2024—
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-V2.5$1.96
  • Gemma 4 12B IT$1.30
04 — Questions

Which should you choose?

Which is better: MiMo-V2.5 or Gemma 4 12B IT?

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Gemma 4 12B IT (75). It leads on inputs & features and context window. Gemma 4 12B IT wins on price. 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-V2.5 or Gemma 4 12B IT?

Gemma 4 12B IT is cheaper at $0.075 input / $0.275 output per million tokens (median across 2 API providers). MiMo-V2.5 costs $0.14 input / $0.28 output per million tokens (official Xiaomi API price). At a typical mix of three input tokens to one output token, that is $0.125 per million tokens for Gemma 4 12B IT versus $0.175 for MiMo-V2.5 (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. MiMo-V2.5 has not been scored yet and Gemma 4 12B IT has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for MiMo-V2.5 and Gemma 4 12B IT 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?

MiMo-V2.5 has the largest context window at 1,048,576 tokens, against 262,144 for Gemma 4 12B IT. Maximum output per response: MiMo-V2.5 up to 131,072, Gemma 4 12B IT up to 32,768 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.5 accepts text, images, audio and video; Gemma 4 12B IT accepts text and images. MiMo-V2.5 handles the widest range of inputs.

Are any of these open source?

Yes, both publish their weights, so you can self-host them.

Which is newer?

Gemma 4 12B IT is the newest, released Jun 9, 2026. MiMo-V2.5 came out Apr 22, 2026. Knowledge cutoff: MiMo-V2.5 Dec 2024.

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.