ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Seed 2.0 Code vs Voxtral Mini 3B 2507 vs MiniMax-M2.5-highspeed

Voxtral Mini 3B 2507 comes out ahead, 61 to 57 and 41 on our weighted score, and it is the cheaper option too.

  1. ByteDance Seed

    Seed 2.0 Code

    Released Feb 14, 2026

    57/100
    • ECI—
    • Price$0.475 / $2.37
    • Context262K
  2. Our pick

    Mistral AI

    Voxtral Mini 3B 2507

    Released Jul 15, 2025

    61/100
    • ECI—
    • Price$0.04 / $0.04
    • Context33K
  3. MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    41/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
01 — Verdict

Voxtral Mini 3B 2507 is our pick

Voxtral Mini 3B 2507 is the better all-round choice, scoring 61/100 against Seed 2.0 Code (57) and MiniMax-M2.5-highspeed (41). It leads on price. Seed 2.0 Code wins 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 priceVoxtral Mini 3B 2507Voxtral Mini 3B 2507 $0.04 · Seed 2.0 Code $0.95 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend)
  • Longest contextSeed 2.0 CodeSeed 2.0 Code 262,144 · MiniMax-M2.5-highspeed 204,800 · Voxtral Mini 3B 2507 32,768 tokens
  • Widest inputsSeed 2.0 CodeSeed 2.0 Code: Text, Images, Video · Voxtral Mini 3B 2507: Text, Audio · MiniMax-M2.5-highspeed: Text
  • Self-hostingVoxtral Mini 3B 2507 and MiniMax-M2.5-highspeedPublishes downloadable weights (Apache 2.0)
How the score is built
MeasureWeightSeed 2.0 CodeVoxtral Mini 3B 2507MiniMax-M2.5-highspeed
Price50%5110049
Inputs & features30%803535
Context window20%37032
Overall100%57/10061/10041/100

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.

Seed 2.0 Code vs Voxtral Mini 3B 2507 vs MiniMax-M2.5-highspeed specifications side by side
SpecificationSeed 2.0 CodeByteDance SeedVoxtral Mini 3B 2507Mistral AIMiniMax-M2.5-highspeedMiniMax
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.475$0.04 (best)$0.60
Output$2.37$0.04 (best)$2.40
Cached input$0.095—$0.06 (best)
Blended (3:1)$0.95$0.04 (best)$1.05
Long-context rateOver 32K: $0.712 / $3.56Same rateSame rate
Price sourceOfficial Volcengine Ark APIMedian of 2 providersOfficial MiniMax (minimax.io) API
Limits
Context window262,144 tokens (best)32,768 tokens204,800 tokens
Max output131,072 tokens (best)32,768 tokens131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoYesNo
VideoYesNoNo
ReasoningYesminimal · low · medium · high · xhigh · maxNoYes
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsProprietaryOpenApache 2.0Open
API model IDdoubao-seed-2-0-code-preview-260215—MiniMax-M2.5-highspeed
API providers10 (best)27
ReleasedFeb 14, 2026Jul 15, 2025Feb 13, 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.

  • Seed 2.0 Code$9.50
  • Voxtral Mini 3B 2507$0.48
  • MiniMax-M2.5-highspeed$10.80
04 — Questions

Which should you choose?

Which is better: Seed 2.0 Code, Voxtral Mini 3B 2507 or MiniMax-M2.5-highspeed?

Voxtral Mini 3B 2507 is the better all-round choice, scoring 61/100 against Seed 2.0 Code (57) and MiniMax-M2.5-highspeed (41). It leads on price. Seed 2.0 Code wins 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, Seed 2.0 Code, Voxtral Mini 3B 2507 or MiniMax-M2.5-highspeed?

Voxtral Mini 3B 2507 is cheaper at $0.04 input / $0.04 output per million tokens (median across 2 API providers). Seed 2.0 Code costs $0.475 input / $2.37 output per million tokens (official Volcengine Ark API price); MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price). At a typical mix of three input tokens to one output token, that is $0.04 per million tokens for Voxtral Mini 3B 2507 versus $0.95 for Seed 2.0 Code (24× as much) and $1.05 for MiniMax-M2.5-highspeed (26× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Seed 2.0 Code has not been scored yet, Voxtral Mini 3B 2507 has not been scored yet and MiniMax-M2.5-highspeed has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Seed 2.0 Code, Voxtral Mini 3B 2507 and MiniMax-M2.5-highspeed 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?

Seed 2.0 Code has the largest context window at 262,144 tokens, against 204,800 for MiniMax-M2.5-highspeed and 32,768 for Voxtral Mini 3B 2507. Maximum output per response: Seed 2.0 Code up to 131,072, Voxtral Mini 3B 2507 up to 32,768, MiniMax-M2.5-highspeed up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Seed 2.0 Code accepts text, images and video; Voxtral Mini 3B 2507 accepts text and audio; MiniMax-M2.5-highspeed accepts text. Seed 2.0 Code handles the widest range of inputs.

Are any of these open source?

Voxtral Mini 3B 2507 and MiniMax-M2.5-highspeed publishes its weights (Apache 2.0) and can be self-hosted; Seed 2.0 Code is proprietary.

Which is newer?

Seed 2.0 Code is the newest, released Feb 14, 2026. MiniMax-M2.5-highspeed came out Feb 13, 2026; Voxtral Mini 3B 2507 came out Jul 15, 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.