ZMIME
Comparison · 3 models · Updated Oct 4, 2026

MiMo-V2.5-Pro-UltraSpeed vs Seed 2.1 Pro vs Seed Character

Seed Character comes out ahead, 75 to 50 and 43 on our weighted score, and it is the cheaper option too.

  1. Xiaomi

    MiMo-V2.5-Pro-UltraSpeed

    Released Jun 8, 2026Beta

    43/100
    • ECI—
    • Price$1.30 / $2.61
    • Context1.05M
  2. ByteDance Seed

    Seed 2.1 Pro

    Released Jun 23, 2026

    50/100
    • ECI—
    • Price$0.891 / $4.45
    • Context256K
  3. Our pick

    ByteDance Seed

    Seed Character

    Released Jun 23, 2026

    75/100
    • ECI—
    • Price$0.119 / $0.297
    • Context256K
01 — Verdict

Seed Character is our pick

Seed Character is the better all-round choice, scoring 75/100 against Seed 2.1 Pro (50) and MiMo-V2.5-Pro-UltraSpeed (43). It leads on price. MiMo-V2.5-Pro-UltraSpeed 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 priceSeed CharacterSeed Character $0.163 · MiMo-V2.5-Pro-UltraSpeed $1.63 · Seed 2.1 Pro $1.78 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5-Pro-UltraSpeedMiMo-V2.5-Pro-UltraSpeed 1,048,576 · Seed 2.1 Pro 256,000 · Seed Character 256,000 tokens
  • Widest inputsSeed 2.1 Pro and Seed CharacterMiMo-V2.5-Pro-UltraSpeed: Text · Seed 2.1 Pro: Text, Images, Video · Seed Character: Text, Images, Video
  • Self-hostingMiMo-V2.5-Pro-UltraSpeedPublishes downloadable weights
How the score is built
MeasureWeightMiMo-V2.5-Pro-UltraSpeedSeed 2.1 ProSeed Character
Price50%403887
Inputs & features30%358080
Context window20%613636
Overall100%43/10050/10075/100

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-V2.5-Pro-UltraSpeed vs Seed 2.1 Pro vs Seed Character specifications side by side
SpecificationMiMo-V2.5-Pro-UltraSpeedXiaomiSeed 2.1 ProByteDance SeedSeed CharacterByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$1.30$0.891$0.119 (best)
Output$2.61$4.45$0.297 (best)
Cached input$0.011 (best)$0.178$0.024
Blended (3:1)$1.63$1.78$0.163 (best)
Long-context rateSame rateSame rateOver 32K: $0.178 / $0.891
Price sourceOfficial Xiaomi APIOfficial Volcengine Ark APIOfficial Volcengine Ark API
Limits
Context window1,048,576 tokens (best)256,000 tokens256,000 tokens
Max output131,072 tokens256,000 tokens (best)256,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoNoNo
AudioNoNoNo
VideoNoYesYes
ReasoningYesYesminimal · low · medium · high · xhigh · maxYesminimal · low · high
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenProprietaryProprietary
API model IDmimo-v2.5-pro-ultraspeeddoubao-seed-2-1-pro-260628doubao-seed-character-260628
API providers12 (best)2 (best)
ReleasedJun 8, 2026Jun 23, 2026Jun 23, 2026
Knowledge cutoffDec 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.

  • MiMo-V2.5-Pro-UltraSpeed$18.27
  • Seed 2.1 Pro$17.81
  • Seed Character$1.78
04 — Questions

Which should you choose?

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

Seed Character is the better all-round choice, scoring 75/100 against Seed 2.1 Pro (50) and MiMo-V2.5-Pro-UltraSpeed (43). It leads on price. MiMo-V2.5-Pro-UltraSpeed 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, MiMo-V2.5-Pro-UltraSpeed, Seed 2.1 Pro or Seed Character?

Seed Character is cheaper at $0.119 input / $0.297 output per million tokens (official Volcengine Ark API price). MiMo-V2.5-Pro-UltraSpeed costs $1.30 input / $2.61 output per million tokens (official Xiaomi API price); Seed 2.1 Pro costs $0.891 input / $4.45 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 $1.63 for MiMo-V2.5-Pro-UltraSpeed (10× as much) and $1.78 for Seed 2.1 Pro (11× as much).

Which scores higher on benchmarks?

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

Which is better for coding?

There are no published SWE-bench Verified results for MiMo-V2.5-Pro-UltraSpeed, Seed 2.1 Pro and Seed Character 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-Pro-UltraSpeed has the largest context window at 1,048,576 tokens, against 256,000 for Seed 2.1 Pro and 256,000 for Seed Character. Maximum output per response: MiMo-V2.5-Pro-UltraSpeed up to 131,072, Seed 2.1 Pro up to 256,000, Seed Character up to 256,000 tokens.

Which can read images, PDFs, audio or video?

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

Are any of these open source?

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

Which is newer?

Seed 2.1 Pro is the newest, released Jun 23, 2026. Seed Character came out Jun 23, 2026; MiMo-V2.5-Pro-UltraSpeed came out Jun 8, 2026. Knowledge cutoff: MiMo-V2.5-Pro-UltraSpeed 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.