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Comparison · 2 models · Updated Nov 2, 2026

Schematron V2 Small vs Seed 2.0 Mini

Seed 2.0 Mini comes out ahead, 78 to 52 on our weighted score.

  1. Inference.net

    Schematron V2 Small

    Released Apr 16, 2026

    52/100
    • ECI—
    • Price$0.05 / $0.23
    • Context128K
  2. Our pick

    ByteDance Seed

    Seed 2.0 Mini

    Released Feb 14, 2026

    78/100
    • ECI—
    • Price$0.03 / $0.297
    • Context256K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Seed 2.0 Mini is our pick

Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Schematron V2 Small (52). It leads on inputs & features 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 priceSchematron V2 SmallSchematron V2 Small $0.095 · Seed 2.0 Mini $0.097 per 1M tokens (3:1 blend)
  • Longest contextSeed 2.0 MiniSeed 2.0 Mini 256,000 · Schematron V2 Small 128,000 tokens
  • Widest inputsSeed 2.0 MiniSchematron V2 Small: Text · Seed 2.0 Mini: Text, Images, Video
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightSchematron V2 SmallSeed 2.0 Mini
Price50%9494
Inputs & features30%080
Context window20%2436
Overall100%52/10078/100

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.

Schematron V2 Small vs Seed 2.0 Mini specifications side by side
SpecificationSchematron V2 SmallInference.netSeed 2.0 MiniByteDance Seed
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.05$0.03 (best)
Output$0.23 (best)$0.297
Cached input—$0.0059
Blended (3:1)$0.095 (best)$0.097
Long-context rateSame rateOver 32K: $0.059 / $0.594
Price sourceMedian of 5 providersOfficial Volcengine Ark API
Limits
Context window128,000 tokens256,000 tokens (best)
Max output4,096 tokens32,000 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoYes
ReasoningNoYesminimal · low · medium · high · xhigh · max
Tool callingNoYes
Structured outputNoYes
Availability
WeightsProprietaryProprietary
API model ID—doubao-seed-2-0-mini-260428
API providers514 (best)
ReleasedApr 16, 2026Feb 14, 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.

  • Schematron V2 Small$0.96
  • Seed 2.0 Mini$0.891
04 — Questions

Which should you choose?

Which is better: Schematron V2 Small or Seed 2.0 Mini?

Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Schematron V2 Small (52). It leads on inputs & features 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, Schematron V2 Small or Seed 2.0 Mini?

Schematron V2 Small is cheaper at $0.05 input / $0.23 output per million tokens (median across 5 API providers). Seed 2.0 Mini costs $0.03 input / $0.297 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.095 per million tokens for Schematron V2 Small versus $0.097 for Seed 2.0 Mini (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Schematron V2 Small has not been scored yet and Seed 2.0 Mini has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Schematron V2 Small and Seed 2.0 Mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Schematron V2 Small does not support tool calling, which most coding agents need.

Which has the bigger context window?

Seed 2.0 Mini has the largest context window at 256,000 tokens, against 128,000 for Schematron V2 Small. Maximum output per response: Schematron V2 Small up to 4,096, Seed 2.0 Mini up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Schematron V2 Small accepts text; Seed 2.0 Mini accepts text, images and video. Seed 2.0 Mini handles the widest range of inputs.

Are any of these open source?

No. Schematron V2 Small and Seed 2.0 Mini are proprietary and only available through APIs and apps.

Which is newer?

Schematron V2 Small is the newest, released Apr 16, 2026. Seed 2.0 Mini came out Feb 14, 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 Nov 2, 2026.