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Comparison · 2 models · Updated Oct 4, 2026

Seed Evolving vs Gemini Robotics-ER 1.6 Preview

Too close to call on our weighted score (Seed Evolving 50, Gemini Robotics-ER 1.6 Preview 50). The right pick depends on what you value most.

  1. ByteDance Seed

    Seed Evolving

    Released Jun 23, 2026

    50/100
    • ECI—
    • Price$0.891 / $4.45
    • Context256K
    Full specs Remove Seed Evolving

  2. Google

    Gemini Robotics-ER 1.6 Preview

    Released Apr 14, 2026

    50/100
    • ECI—
    • Price$1.00 / $5.00
    • Context131K
    Full specs Remove Gemini Robotics-ER 1.6 Preview

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Seed Evolving 50/100, Gemini Robotics-ER 1.6 Preview 50/100), so choose by what matters most for your work: Seed Evolving on price and Seed Evolving for long inputs. 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 EvolvingSeed Evolving $1.78 · Gemini Robotics-ER 1.6 Preview $2.00 per 1M tokens (3:1 blend)
  • Longest contextSeed EvolvingSeed Evolving 256,000 · Gemini Robotics-ER 1.6 Preview 131,072 tokens
  • Widest inputsGemini Robotics-ER 1.6 PreviewSeed Evolving: Text, Images, Video · Gemini Robotics-ER 1.6 Preview: Text, Images, Audio, Video
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightSeed EvolvingGemini Robotics-ER 1.6 Preview
Price50%3836
Inputs & features30%8090
Context window20%3624
Overall100%50/10050/100

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 Evolving vs Gemini Robotics-ER 1.6 Preview specifications side by side
SpecificationSeed EvolvingByteDance SeedGemini Robotics-ER 1.6 PreviewGoogle
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.891 (best)$1.00
Output$4.45 (best)$5.00
Cached input$0.178—
Blended (3:1)$1.78 (best)$2.00
Long-context rateSame rateSame rate
Price sourceOfficial Volcengine Ark APIMedian of 1 providers
Limits
Context window256,000 tokens (best)131,072 tokens
Max output256,000 tokens (best)65,536 tokens
Inputs and features
TextYesYes
ImagesYesYes
PDFsNoNo
AudioNoYes
VideoYesYes
ReasoningYesminimal · low · medium · high · xhigh · maxYes
Tool callingYesYes
Structured outputYesYes
Availability
WeightsProprietaryProprietary
API model IDdoubao-seed-evolving—
API providers2 (best)1
ReleasedJun 23, 2026Apr 14, 2026
Knowledge cutoff—Jan 2025
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 Evolving$17.81
  • Gemini Robotics-ER 1.6 Preview$20.00
04 — Questions

Which should you choose?

Which is better: Seed Evolving or Gemini Robotics-ER 1.6 Preview?

It is close. Our weighted score puts them within a point (Seed Evolving 50/100, Gemini Robotics-ER 1.6 Preview 50/100), so choose by what matters most for your work: Seed Evolving on price and Seed Evolving for long inputs. 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 Evolving or Gemini Robotics-ER 1.6 Preview?

Seed Evolving is cheaper at $0.891 input / $4.45 output per million tokens (official Volcengine Ark API price). Gemini Robotics-ER 1.6 Preview costs $1.00 input / $5.00 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $1.78 per million tokens for Seed Evolving versus $2.00 for Gemini Robotics-ER 1.6 Preview (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Seed Evolving has not been scored yet and Gemini Robotics-ER 1.6 Preview has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Seed Evolving and Gemini Robotics-ER 1.6 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?

Seed Evolving has the largest context window at 256,000 tokens, against 131,072 for Gemini Robotics-ER 1.6 Preview. Maximum output per response: Seed Evolving up to 256,000, Gemini Robotics-ER 1.6 Preview up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Seed Evolving accepts text, images and video; Gemini Robotics-ER 1.6 Preview accepts text, images, audio and video. Gemini Robotics-ER 1.6 Preview handles the widest range of inputs.

Are any of these open source?

No. Seed Evolving and Gemini Robotics-ER 1.6 Preview are proprietary and only available through APIs and apps.

Which is newer?

Seed Evolving is the newest, released Jun 23, 2026. Gemini Robotics-ER 1.6 Preview came out Apr 14, 2026. Knowledge cutoff: Gemini Robotics-ER 1.6 Preview Jan 2025.

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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