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Comparison · 3 models · Updated Oct 4, 2026

Seed 2.1 Pro vs DeepSeek V4 Pro vs MiMo-V2.5-Pro-UltraSpeed

Seed 2.1 Pro comes out ahead, 50 to 45 and 43 on our weighted score, though MiMo-V2.5-Pro-UltraSpeed is 8% cheaper per token.

  1. Our pick

    ByteDance Seed

    Seed 2.1 Pro

    Released Jun 23, 2026

    50/100
    • ECI—
    • Price$0.891 / $4.45
    • Context256K
  2. DeepSeek

    DeepSeek V4 Pro

    Released Apr 24, 2026

    45/100
    • ECI—
    • Price$1.32 / $3.00
    • Context1M
  3. Xiaomi

    MiMo-V2.5-Pro-UltraSpeed

    Released Jun 8, 2026Beta

    43/100
    • ECI—
    • Price$1.30 / $2.61
    • Context1.05M
01 — Verdict

Seed 2.1 Pro is our pick

Seed 2.1 Pro is the better all-round choice, scoring 50/100 against DeepSeek V4 Pro (45) and MiMo-V2.5-Pro-UltraSpeed (43). It leads on inputs & features. 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 priceMiMo-V2.5-Pro-UltraSpeedMiMo-V2.5-Pro-UltraSpeed $1.63 · DeepSeek V4 Pro $1.74 · 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 · DeepSeek V4 Pro 1,000,000 · Seed 2.1 Pro 256,000 tokens
  • Widest inputsSeed 2.1 ProSeed 2.1 Pro: Text, Images, Video · DeepSeek V4 Pro: Text · MiMo-V2.5-Pro-UltraSpeed: Text
  • Self-hostingDeepSeek V4 Pro and MiMo-V2.5-Pro-UltraSpeedPublishes downloadable weights
How the score is built
MeasureWeightSeed 2.1 ProDeepSeek V4 ProMiMo-V2.5-Pro-UltraSpeed
Price50%383840
Inputs & features30%804535
Context window20%366061
Overall100%50/10045/10043/100

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 2.1 Pro vs DeepSeek V4 Pro vs MiMo-V2.5-Pro-UltraSpeed specifications side by side
SpecificationSeed 2.1 ProByteDance SeedDeepSeek V4 ProDeepSeekMiMo-V2.5-Pro-UltraSpeedXiaomi
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.891 (best)$1.32$1.30
Output$4.45$3.00$2.61 (best)
Cached input$0.178—$0.011 (best)
Blended (3:1)$1.78$1.74$1.63 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Volcengine Ark APIMedian of 49 providersOfficial Xiaomi API
Limits
Context window256,000 tokens1,000,000 tokens1,048,576 tokens (best)
Max output256,000 tokens384,000 tokens (best)131,072 tokens
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoNoNo
VideoYesNoNo
ReasoningYesminimal · low · medium · high · xhigh · maxYesYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryOpenOpen
API model IDdoubao-seed-2-1-pro-260628—mimo-v2.5-pro-ultraspeed
API providers252 (best)1
ReleasedJun 23, 2026Apr 24, 2026Jun 8, 2026
Knowledge cutoff—May 2025Dec 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 2.1 Pro$17.81
  • DeepSeek V4 Pro$19.20
  • MiMo-V2.5-Pro-UltraSpeed$18.27
04 — Questions

Which should you choose?

Which is better: Seed 2.1 Pro, DeepSeek V4 Pro or MiMo-V2.5-Pro-UltraSpeed?

Seed 2.1 Pro is the better all-round choice, scoring 50/100 against DeepSeek V4 Pro (45) and MiMo-V2.5-Pro-UltraSpeed (43). It leads on inputs & features. 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 2.1 Pro, DeepSeek V4 Pro or MiMo-V2.5-Pro-UltraSpeed?

MiMo-V2.5-Pro-UltraSpeed is cheaper at $1.30 input / $2.61 output per million tokens (official Xiaomi API price). DeepSeek V4 Pro costs $1.32 input / $3.00 output per million tokens (median across 49 API providers); 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 $1.63 per million tokens for MiMo-V2.5-Pro-UltraSpeed versus $1.74 for DeepSeek V4 Pro (1.1× as much) and $1.78 for Seed 2.1 Pro (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Seed 2.1 Pro has not been scored yet, DeepSeek V4 Pro has not been scored yet and MiMo-V2.5-Pro-UltraSpeed has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Seed 2.1 Pro, DeepSeek V4 Pro and MiMo-V2.5-Pro-UltraSpeed 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 1,000,000 for DeepSeek V4 Pro and 256,000 for Seed 2.1 Pro. Maximum output per response: Seed 2.1 Pro up to 256,000, DeepSeek V4 Pro up to 384,000, MiMo-V2.5-Pro-UltraSpeed up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Seed 2.1 Pro accepts text, images and video; DeepSeek V4 Pro accepts text; MiMo-V2.5-Pro-UltraSpeed accepts text. Seed 2.1 Pro handles the widest range of inputs.

Are any of these open source?

DeepSeek V4 Pro and MiMo-V2.5-Pro-UltraSpeed publishes its weights and can be self-hosted; Seed 2.1 Pro is proprietary.

Which is newer?

Seed 2.1 Pro is the newest, released Jun 23, 2026. MiMo-V2.5-Pro-UltraSpeed came out Jun 8, 2026; DeepSeek V4 Pro came out Apr 24, 2026. Knowledge cutoff: DeepSeek V4 Pro May 2025, 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.