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Comparison · 3 models · Updated Oct 4, 2026

Laguna XS 2.1 vs Motif 3 vs Seed 2.1 Turbo

Laguna XS 2.1 comes out ahead, 68 to 57 and 44 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  2. Motif Technologies

    Motif 3

    Released Aug 7, 2026

    44/100
    • ECI—
    • Price$0.50 / $2.00
    • Context262K
  3. ByteDance Seed

    Seed 2.1 Turbo

    Released Jun 23, 2026

    57/100
    • ECI—
    • Price$0.445 / $2.23
    • Context256K
01 — Verdict

Laguna XS 2.1 is our pick

Laguna XS 2.1 is the better all-round choice, scoring 68/100 against Seed 2.1 Turbo (57) and Motif 3 (44). It leads on price. Seed 2.1 Turbo wins 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 priceLaguna XS 2.1Laguna XS 2.1 $0.075 · Motif 3 $0.875 · Seed 2.1 Turbo $0.891 per 1M tokens (3:1 blend)
  • Longest contextLaguna XS 2.1 and Motif 3Laguna XS 2.1 262,144 · Motif 3 262,144 · Seed 2.1 Turbo 256,000 tokens
  • Widest inputsSeed 2.1 TurboLaguna XS 2.1: Text · Motif 3: Text · Seed 2.1 Turbo: Text, Images, Video
  • Self-hostingLaguna XS 2.1 and Motif 3Publishes downloadable weights (MIT)
How the score is built
MeasureWeightLaguna XS 2.1Motif 3Seed 2.1 Turbo
Price50%1005352
Inputs & features30%353580
Context window20%373736
Overall100%68/10044/10057/100

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.

Laguna XS 2.1 vs Motif 3 vs Seed 2.1 Turbo specifications side by side
SpecificationLaguna XS 2.1PoolsideMotif 3Motif TechnologiesSeed 2.1 TurboByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.06 (best)$0.50$0.445
Output$0.12 (best)$2.00$2.23
Cached input——$0.089
Blended (3:1)$0.075 (best)$0.875$0.891
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 1 providersOfficial Volcengine Ark API
Limits
Context window262,144 tokens (best)262,144 tokens (best)256,000 tokens
Max output32,768 tokens262,144 tokens (best)256,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningYesYesYesminimal · low · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsOpenOpenMITProprietary
API model IDpoolside/laguna-xs-2.1—doubao-seed-2-1-turbo-260628
API providers4 (best)14 (best)
ReleasedJul 2, 2026Aug 7, 2026Jun 23, 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.

  • Laguna XS 2.1$0.84
  • Motif 3$9.00
  • Seed 2.1 Turbo$8.91
04 — Questions

Which should you choose?

Which is better: Laguna XS 2.1, Motif 3 or Seed 2.1 Turbo?

Laguna XS 2.1 is the better all-round choice, scoring 68/100 against Seed 2.1 Turbo (57) and Motif 3 (44). It leads on price. Seed 2.1 Turbo wins 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, Laguna XS 2.1, Motif 3 or Seed 2.1 Turbo?

Laguna XS 2.1 is cheaper at $0.06 input / $0.12 output per million tokens (median across 1 API provider; free on Poolside). Motif 3 costs $0.50 input / $2.00 output per million tokens (median across 1 API provider); Seed 2.1 Turbo costs $0.445 input / $2.23 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.075 per million tokens for Laguna XS 2.1 versus $0.875 for Motif 3 (12× as much) and $0.891 for Seed 2.1 Turbo (12× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Laguna XS 2.1 has not been scored yet, Motif 3 has not been scored yet and Seed 2.1 Turbo has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Laguna XS 2.1, Motif 3 and Seed 2.1 Turbo 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?

Laguna XS 2.1 and Motif 3 have the largest context windows (262,144 and 262,144 tokens), against 256,000 for Seed 2.1 Turbo. Maximum output per response: Laguna XS 2.1 up to 32,768, Motif 3 up to 262,144, Seed 2.1 Turbo up to 256,000 tokens.

Which can read images, PDFs, audio or video?

Laguna XS 2.1 accepts text; Motif 3 accepts text; Seed 2.1 Turbo accepts text, images and video. Seed 2.1 Turbo handles the widest range of inputs.

Are any of these open source?

Laguna XS 2.1 and Motif 3 publishes its weights (MIT) and can be self-hosted; Seed 2.1 Turbo is proprietary.

Which is newer?

Motif 3 is the newest, released Aug 7, 2026. Laguna XS 2.1 came out Jul 2, 2026; Seed 2.1 Turbo 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.