ZMIME
Comparison · 3 models · Updated Oct 4, 2026

MiMo-V2.5 vs Seed Character vs Viv Fast

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

  1. Our pick

    Xiaomi

    MiMo-V2.5

    Released Apr 22, 2026

    79/100
    • ECI—
    • Price$0.14 / $0.28
    • Context1.05M
  2. ByteDance Seed

    Seed Character

    Released Jun 23, 2026

    75/100
    • ECI—
    • Price$0.119 / $0.297
    • Context256K
  3. Vivgrid

    Viv Fast

    Released Sep 21, 2026

    75/100
    • ECI—
    • Price$0.13 / $0.40
    • Context1M
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 Viv Fast (75). 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 · Viv Fast $0.198 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5MiMo-V2.5 1,048,576 · Viv Fast 1,000,000 · Seed Character 256,000 tokens
  • Widest inputsMiMo-V2.5MiMo-V2.5: Text, Images, Audio, Video · Seed Character: Text, Images, Video · Viv Fast: Text, Images
  • Self-hostingMiMo-V2.5Publishes downloadable weights
How the score is built
MeasureWeightMiMo-V2.5Seed CharacterViv Fast
Price50%868783
Inputs & features30%808070
Context window20%613660
Overall100%79/10075/10075/100

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 vs Seed Character vs Viv Fast specifications side by side
SpecificationMiMo-V2.5XiaomiSeed CharacterByteDance SeedViv FastVivgrid
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.14$0.119 (best)$0.13
Output$0.28 (best)$0.297$0.40
Cached input$0.0028 (best)$0.024$0.05
Blended (3:1)$0.175$0.163 (best)$0.198
Long-context rateSame rateOver 32K: $0.178 / $0.891Same rate
Price sourceOfficial Xiaomi APIOfficial Volcengine Ark APIOfficial Vivgrid API
Limits
Context window1,048,576 tokens (best)256,000 tokens1,000,000 tokens
Max output131,072 tokens256,000 tokens (best)256,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsNoNoNo
AudioYesNoNo
VideoYesYesNo
ReasoningYesYesminimal · low · highYeslow · high · max
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenProprietaryProprietary
API model IDmimo-v2.5doubao-seed-character-260628viv-fast
API providers21 (best)21
ReleasedApr 22, 2026Jun 23, 2026Sep 21, 2026
Knowledge cutoffDec 2024—Sep 2026
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$1.96
  • Seed Character$1.78
  • Viv Fast$2.10
04 — Questions

Which should you choose?

Which is better: MiMo-V2.5, Seed Character or Viv Fast?

MiMo-V2.5 is the better all-round choice, scoring 79/100 against Seed Character (75) and Viv Fast (75). 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, Seed Character or Viv Fast?

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); Viv Fast costs $0.13 input / $0.40 output per million tokens (official Vivgrid 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 $0.198 for Viv Fast (1.2× as much).

Which scores higher on benchmarks?

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

Which is better for coding?

There are no published SWE-bench Verified results for MiMo-V2.5, Seed Character and Viv Fast 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 1,000,000 for Viv Fast and 256,000 for Seed Character. Maximum output per response: MiMo-V2.5 up to 131,072, Seed Character up to 256,000, Viv Fast up to 256,000 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.5 accepts text, images, audio and video; Seed Character accepts text, images and video; Viv Fast accepts text and images. 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 Viv Fast is proprietary.

Which is newer?

Viv Fast is the newest, released Sep 21, 2026. Seed Character came out Jun 23, 2026; MiMo-V2.5 came out Apr 22, 2026. Knowledge cutoff: MiMo-V2.5 Dec 2024, Viv Fast Sep 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.