ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Seed Character vs Seed 2.1 Turbo vs MiMo-V2.5

MiMo-V2.5 comes out ahead, 79 to 75 and 57 on our weighted score, though Seed Character is 7% cheaper per token.

  1. ByteDance Seed

    Seed Character

    Released Jun 23, 2026

    75/100
    • ECI—
    • Price$0.119 / $0.297
    • Context256K
  2. ByteDance Seed

    Seed 2.1 Turbo

    Released Jun 23, 2026

    57/100
    • ECI—
    • Price$0.445 / $2.23
    • Context256K
  3. Our pick

    Xiaomi

    MiMo-V2.5

    Released Apr 22, 2026

    79/100
    • ECI—
    • Price$0.14 / $0.28
    • Context1.05M
01 — Verdict

MiMo-V2.5 is our pick

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Seed Character (75) and Seed 2.1 Turbo (57). It leads 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 priceSeed CharacterSeed Character $0.163 · MiMo-V2.5 $0.175 · Seed 2.1 Turbo $0.891 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5MiMo-V2.5 1,048,576 · Seed Character 256,000 · Seed 2.1 Turbo 256,000 tokens
  • Widest inputsMiMo-V2.5Seed Character: Text, Images, Video · Seed 2.1 Turbo: Text, Images, Video · MiMo-V2.5: Text, Images, Audio, Video
  • Self-hostingMiMo-V2.5Publishes downloadable weights
How the score is built
MeasureWeightSeed CharacterSeed 2.1 TurboMiMo-V2.5
Price50%875286
Inputs & features30%808080
Context window20%363661
Overall100%75/10057/10079/100

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 Character vs Seed 2.1 Turbo vs MiMo-V2.5 specifications side by side
SpecificationSeed CharacterByteDance SeedSeed 2.1 TurboByteDance SeedMiMo-V2.5Xiaomi
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.119 (best)$0.445$0.14
Output$0.297$2.23$0.28 (best)
Cached input$0.024$0.089$0.0028 (best)
Blended (3:1)$0.163 (best)$0.891$0.175
Long-context rateOver 32K: $0.178 / $0.891Same rateSame rate
Price sourceOfficial Volcengine Ark APIOfficial Volcengine Ark APIOfficial Xiaomi API
Limits
Context window256,000 tokens256,000 tokens1,048,576 tokens (best)
Max output256,000 tokens (best)256,000 tokens (best)131,072 tokens
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsNoNoNo
AudioNoNoYes
VideoYesYesYes
ReasoningYesminimal · low · highYesminimal · low · medium · high · xhigh · maxYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryProprietaryOpen
API model IDdoubao-seed-character-260628doubao-seed-2-1-turbo-260628mimo-v2.5
API providers2421 (best)
ReleasedJun 23, 2026Jun 23, 2026Apr 22, 2026
Knowledge cutoff——Dec 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.

  • Seed Character$1.78
  • Seed 2.1 Turbo$8.91
  • MiMo-V2.5$1.96
04 — Questions

Which should you choose?

Which is better: Seed Character, Seed 2.1 Turbo or MiMo-V2.5?

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Seed Character (75) and Seed 2.1 Turbo (57). It leads 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, Seed Character, Seed 2.1 Turbo or MiMo-V2.5?

Seed Character is cheaper at $0.119 input / $0.297 output per million tokens (official Volcengine Ark API price). MiMo-V2.5 costs $0.14 input / $0.28 output per million tokens (official Xiaomi API price); Seed 2.1 Turbo costs $0.445 input / $2.23 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.163 per million tokens for Seed Character versus $0.175 for MiMo-V2.5 (1.1× as much) and $0.891 for Seed 2.1 Turbo (5.5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Seed Character has not been scored yet, Seed 2.1 Turbo has not been scored yet and MiMo-V2.5 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Seed Character, Seed 2.1 Turbo and MiMo-V2.5 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?

MiMo-V2.5 has the largest context window at 1,048,576 tokens, against 256,000 for Seed Character and 256,000 for Seed 2.1 Turbo. Maximum output per response: Seed Character up to 256,000, Seed 2.1 Turbo up to 256,000, MiMo-V2.5 up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Seed Character accepts text, images and video; Seed 2.1 Turbo accepts text, images and video; MiMo-V2.5 accepts text, images, audio and video. MiMo-V2.5 handles the widest range of inputs.

Are any of these open source?

MiMo-V2.5 publishes its weights and can be self-hosted; Seed Character and Seed 2.1 Turbo is proprietary.

Which is newer?

Seed Character is the newest, released Jun 23, 2026. Seed 2.1 Turbo came out Jun 23, 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.