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Comparison · 2 models · Updated Oct 4, 2026

Seed 2.1 Pro vs Step 5 Preview

Step 5 Preview comes out ahead, 57 to 50 on our weighted score, and it is the cheaper option too.

  1. ByteDance Seed

    Seed 2.1 Pro

    Released Jun 23, 2026

    50/100
    • ECI—
    • Price$0.891 / $4.45
    • Context256K
    Full specs Remove Seed 2.1 Pro
  2. Our pick

    StepFun

    Step 5 Preview

    Released Sep 16, 2026

    57/100
    • ECI—
    • Price$1.00 / $2.70
    • Context1M
    Full specs Remove Step 5 Preview

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Step 5 Preview is our pick

Step 5 Preview is the better all-round choice, scoring 57/100 against Seed 2.1 Pro (50). It leads on price and 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 priceStep 5 PreviewStep 5 Preview $1.43 · Seed 2.1 Pro $1.78 per 1M tokens (3:1 blend)
  • Longest contextStep 5 PreviewStep 5 Preview 1,000,000 · Seed 2.1 Pro 256,000 tokens
  • Widest inputsSame inputsSeed 2.1 Pro: Text, Images, Video · Step 5 Preview: Text, Images, Video
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightSeed 2.1 ProStep 5 Preview
Price50%3843
Inputs & features30%8080
Context window20%3660
Overall100%50/10057/100

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 Step 5 Preview specifications side by side
SpecificationSeed 2.1 ProByteDance SeedStep 5 PreviewStepFun
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.891 (best)$1.00
Output$4.45$2.70 (best)
Cached input$0.178$0.05 (best)
Blended (3:1)$1.78$1.43 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Volcengine Ark APIOfficial StepFun (Global) API
Limits
Context window256,000 tokens1,000,000 tokens (best)
Max output256,000 tokens1,000,000 tokens (best)
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioNoNo
VideoYesYes
ReasoningYesminimal · low · medium · high · xhigh · maxYeslow · medium · high
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryProprietary
API model IDdoubao-seed-2-1-pro-260628step-5-preview
API providers27 (best)
ReleasedJun 23, 2026Sep 16, 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 2.1 Pro$17.81
  • Step 5 Preview$15.40
04 — Questions

Which should you choose?

Which is better: Seed 2.1 Pro or Step 5 Preview?

Step 5 Preview is the better all-round choice, scoring 57/100 against Seed 2.1 Pro (50). It leads on price and 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 2.1 Pro or Step 5 Preview?

Step 5 Preview is cheaper at $1.00 input / $2.70 output per million tokens (official StepFun (Global) 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 $1.43 per million tokens for Step 5 Preview versus $1.78 for Seed 2.1 Pro (1.2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Seed 2.1 Pro has not been scored yet and Step 5 Preview has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Seed 2.1 Pro and Step 5 Preview yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Step 5 Preview has the largest context window at 1,000,000 tokens, against 256,000 for Seed 2.1 Pro. Maximum output per response: Seed 2.1 Pro up to 256,000, Step 5 Preview up to 1,000,000 tokens.

Which can read images, PDFs, audio or video?

Seed 2.1 Pro accepts text, images and video; Step 5 Preview accepts text, images and video. They handle the same number of input types.

Are any of these open source?

No. Seed 2.1 Pro and Step 5 Preview are proprietary and only available through APIs and apps.

Which is newer?

Step 5 Preview is the newest, released Sep 16, 2026. Seed 2.1 Pro came out Jun 23, 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.

05 — Keep comparing

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