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Comparison · 2 models · Updated Nov 2, 2026

MiMo-V2.6-Pro-UltraSpeed vs Kimi K3.1 Pro

Too close to call on our weighted score (MiMo-V2.6-Pro-UltraSpeed 46, Kimi K3.1 Pro 46). The right pick depends on what you value most.

  1. Xiaomi

    MiMo-V2.6-Pro-UltraSpeed

    Released Sep 21, 2026New

    46/100
    • ECI—
    • Price$4.35 / $8.70
    • Context1.05M
  2. Moonshot AI

    Kimi K3.1 Pro

    Released Oct 23, 2026New

    46/100
    • ECI—
    • Price$2.00 / $10.00
    • Context1.05M
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (MiMo-V2.6-Pro-UltraSpeed 46/100, Kimi K3.1 Pro 46/100), so choose by what matters most for your work: Kimi K3.1 Pro 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 priceKimi K3.1 ProKimi K3.1 Pro $4.00 · MiMo-V2.6-Pro-UltraSpeed $5.44 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameMiMo-V2.6-Pro-UltraSpeed 1,048,576 · Kimi K3.1 Pro 1,048,576 tokens
  • Widest inputsMiMo-V2.6-Pro-UltraSpeedMiMo-V2.6-Pro-UltraSpeed: Text, Images, Audio, Video · Kimi K3.1 Pro: Text, Images, Video
  • Self-hostingMiMo-V2.6-Pro-UltraSpeedPublishes downloadable weights
How the score is built
MeasureWeightMiMo-V2.6-Pro-UltraSpeedKimi K3.1 Pro
Price50%1420
Inputs & features30%9080
Context window20%6161
Overall100%46/10046/100

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-UltraSpeed vs Kimi K3.1 Pro specifications side by side
SpecificationMiMo-V2.6-Pro-UltraSpeedXiaomiKimi K3.1 ProMoonshot AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$4.35$2.00 (best)
Output$8.70 (best)$10.00
Cached input$0.036 (best)$0.20
Blended (3:1)$5.44$4.00 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Xiaomi APIOfficial Moonshot AI API
Limits
Context window1,048,576 tokens1,048,576 tokens
Max output131,072 tokens131,072 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioYesNo
VideoYesYes
ReasoningYesYeslow · high · max
Tool callingYesYes
Structured outputYesYes
Availability
WeightsOpenProprietary
API model IDmimo-v2.6-pro-ultraspeedkimi-k3.1-pro
API providers917 (best)
ReleasedSep 21, 2026Oct 23, 2026
Knowledge cutoff——
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-UltraSpeed$60.90
  • Kimi K3.1 Pro$40.00
04 — Questions

Which should you choose?

Which is better: MiMo-V2.6-Pro-UltraSpeed or Kimi K3.1 Pro?

It is close. Our weighted score puts them within a point (MiMo-V2.6-Pro-UltraSpeed 46/100, Kimi K3.1 Pro 46/100), so choose by what matters most for your work: Kimi K3.1 Pro 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-V2.6-Pro-UltraSpeed or Kimi K3.1 Pro?

Kimi K3.1 Pro is cheaper at $2.00 input / $10.00 output per million tokens (official Moonshot AI API price). MiMo-V2.6-Pro-UltraSpeed costs $4.35 input / $8.70 output per million tokens (official Xiaomi API price). At a typical mix of three input tokens to one output token, that is $4.00 per million tokens for Kimi K3.1 Pro versus $5.44 for MiMo-V2.6-Pro-UltraSpeed (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. MiMo-V2.6-Pro-UltraSpeed has not been scored yet and Kimi K3.1 Pro has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for MiMo-V2.6-Pro-UltraSpeed and Kimi K3.1 Pro 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-V2.6-Pro-UltraSpeed and Kimi K3.1 Pro share the same 1,048,576-token context window. Maximum output per response: MiMo-V2.6-Pro-UltraSpeed up to 131,072, Kimi K3.1 Pro up to 131,072 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.6-Pro-UltraSpeed accepts text, images, audio and video; Kimi K3.1 Pro accepts text, images and video. MiMo-V2.6-Pro-UltraSpeed handles the widest range of inputs.

Are any of these open source?

MiMo-V2.6-Pro-UltraSpeed publishes its weights and can be self-hosted; Kimi K3.1 Pro is proprietary.

Which is newer?

Kimi K3.1 Pro is the newest, released Oct 23, 2026. MiMo-V2.6-Pro-UltraSpeed came out Sep 21, 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 Nov 2, 2026.