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Comparison · 2 models · Updated Oct 4, 2026

Mistral Small 4 vs LongCat-2.5-Preview

Mistral Small 4 comes out ahead, 64 to 52 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Mistral AI

    Mistral Small 4

    Released Mar 16, 2026

    64/100
    • ECI—
    • Price$0.15 / $0.60
    • Context256K
  2. Meituan (LongCat)

    LongCat-2.5-Preview

    Released Sep 25, 2026

    52/100
    • ECI—
    • Price$0.75 / $2.95
    • Context1M
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01 — Verdict

Mistral Small 4 is our pick

Mistral Small 4 is the better all-round choice, scoring 64/100 against LongCat-2.5-Preview (52). It leads on price. LongCat-2.5-Preview wins on 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 priceMistral Small 4Mistral Small 4 $0.263 · LongCat-2.5-Preview $1.30 per 1M tokens (3:1 blend)
  • Longest contextLongCat-2.5-PreviewLongCat-2.5-Preview 1,000,000 · Mistral Small 4 256,000 tokens
  • Widest inputsSame inputsMistral Small 4: Text, Images · LongCat-2.5-Preview: Text, Images
  • Self-hostingMistral Small 4Publishes downloadable weights
How the score is built
MeasureWeightMistral Small 4LongCat-2.5-Preview
Price50%7744
Inputs & features30%6060
Context window20%3660
Overall100%64/10052/100

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.

Mistral Small 4 vs LongCat-2.5-Preview specifications side by side
SpecificationMistral Small 4Mistral AILongCat-2.5-PreviewMeituan (LongCat)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.15 (best)$0.75
Output$0.60 (best)$2.95
Cached input$0.015—
Blended (3:1)$0.263 (best)$1.30
Long-context rateSame rateSame rate
Price sourceOfficial Mistral APIMedian of 1 providers
Limits
Context window256,000 tokens1,000,000 tokens (best)
Max output256,000 tokens (best)131,072 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYeshighYes
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDmistral-small-2603—
API providers16 (best)2
ReleasedMar 16, 2026Sep 25, 2026
Knowledge cutoffJun 2025—
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.

  • Mistral Small 4$2.70
  • LongCat-2.5-Preview$13.40
04 — Questions

Which should you choose?

Which is better: Mistral Small 4 or LongCat-2.5-Preview?

Mistral Small 4 is the better all-round choice, scoring 64/100 against LongCat-2.5-Preview (52). It leads on price. LongCat-2.5-Preview wins on 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, Mistral Small 4 or LongCat-2.5-Preview?

Mistral Small 4 is cheaper at $0.15 input / $0.60 output per million tokens (official Mistral API price). LongCat-2.5-Preview costs $0.75 input / $2.95 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.263 per million tokens for Mistral Small 4 versus $1.30 for LongCat-2.5-Preview (5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Mistral Small 4 has not been scored yet and LongCat-2.5-Preview has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Mistral Small 4 and LongCat-2.5-Preview 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?

LongCat-2.5-Preview has the largest context window at 1,000,000 tokens, against 256,000 for Mistral Small 4. Maximum output per response: Mistral Small 4 up to 256,000, LongCat-2.5-Preview up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Mistral Small 4 accepts text and images; LongCat-2.5-Preview accepts text and images. They handle the same number of input types.

Are any of these open source?

Mistral Small 4 publishes its weights and can be self-hosted; LongCat-2.5-Preview is proprietary.

Which is newer?

LongCat-2.5-Preview is the newest, released Sep 25, 2026. Mistral Small 4 came out Mar 16, 2026. Knowledge cutoff: Mistral Small 4 Jun 2025.

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.