ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Seed 2.0 Code vs Tiny Aya Fire vs MiniMax-M2.5-highspeed

Seed 2.0 Code comes out ahead, 63 to 34 and 15 on our weighted score, and it is the cheaper option too.

  1. Our pick

    ByteDance Seed

    Seed 2.0 Code

    Released Feb 14, 2026

    63/100
    • ECI—
    • Price$0.475 / $2.37
    • Context262K
  2. Cohere

    Tiny Aya Fire

    Released Feb 17, 2026

    15/100
    • ECI—
    • Price—
    • Context8K
  3. MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    34/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
01 — Verdict

Seed 2.0 Code is our pick

Seed 2.0 Code is the better all-round choice, scoring 63/100 against MiniMax-M2.5-highspeed (34) and Tiny Aya Fire (15). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. 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 priceSeed 2.0 CodeSeed 2.0 Code $0.95 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend) · Tiny Aya Fire unpriced
  • Longest contextSeed 2.0 CodeSeed 2.0 Code 262,144 · MiniMax-M2.5-highspeed 204,800 · Tiny Aya Fire 8,000 tokens
  • Widest inputsSeed 2.0 CodeSeed 2.0 Code: Text, Images, Video · Tiny Aya Fire: Text · MiniMax-M2.5-highspeed: Text
  • Self-hostingTiny Aya Fire and MiniMax-M2.5-highspeedPublishes downloadable weights (CC-BY-NC-4.0)
How the score is built
MeasureWeightSeed 2.0 CodeTiny Aya FireMiniMax-M2.5-highspeed
Inputs & features60%802535
Context window40%37032
Overall100%63/10015/10034/100

Left out because at least one model lacks the data: capability and price. 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 Tiny Aya Fire vs MiniMax-M2.5-highspeed specifications side by side
SpecificationSeed 2.0 CodeByteDance SeedTiny Aya FireCohereMiniMax-M2.5-highspeedMiniMax
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.475 (best)—$0.60
Output$2.37 (best)—$2.40
Cached input$0.095—$0.06 (best)
Blended (3:1)$0.95 (best)—$1.05
Long-context rateOver 32K: $0.712 / $3.56—Same rate
Price sourceOfficial Volcengine Ark API—Official MiniMax (minimax.io) API
Limits
Context window262,144 tokens (best)8,000 tokens204,800 tokens
Max output131,072 tokens (best)8,000 tokens131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoNoNo
VideoYesNoNo
ReasoningYesminimal · low · medium · high · xhigh · maxNoYes
Tool callingYesYesYes
Structured outputYesNoNo
Availability
WeightsProprietaryOpenCC-BY-NC-4.0Open
API model IDdoubao-seed-2-0-code-preview-260215tiny-aya-fireMiniMax-M2.5-highspeed
API providers10 (best)17
ReleasedFeb 14, 2026Feb 17, 2026Feb 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
  • Tiny Aya Fire—
  • MiniMax-M2.5-highspeed$10.80
04 — Questions

Which should you choose?

Which is better: Seed 2.0 Code, Tiny Aya Fire or MiniMax-M2.5-highspeed?

Seed 2.0 Code is the better all-round choice, scoring 63/100 against MiniMax-M2.5-highspeed (34) and Tiny Aya Fire (15). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. 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, Tiny Aya Fire or MiniMax-M2.5-highspeed?

Seed 2.0 Code is cheaper at $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 $0.95 per million tokens for Seed 2.0 Code versus $1.05 for MiniMax-M2.5-highspeed (1.1× as much). Tiny Aya Fire has no published per-token price.

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, Tiny Aya Fire 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, Tiny Aya Fire 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 8,000 for Tiny Aya Fire. Maximum output per response: Seed 2.0 Code up to 131,072, Tiny Aya Fire up to 8,000, 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; Tiny Aya Fire accepts text; MiniMax-M2.5-highspeed accepts text. Seed 2.0 Code handles the widest range of inputs.

Are any of these open source?

Tiny Aya Fire and MiniMax-M2.5-highspeed publishes its weights (CC-BY-NC-4.0) and can be self-hosted; Seed 2.0 Code is proprietary.

Which is newer?

Tiny Aya Fire is the newest, released Feb 17, 2026. Seed 2.0 Code came out Feb 14, 2026; MiniMax-M2.5-highspeed came out Feb 13, 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.