Evidence in this edition4 source links

none reviewed yet · 1 benchmark observation · capture dates not recorded

Inspect the evidence
Task fit66.2/100

Saved editorial fit for your current task lens; not a benchmark result

How scoring works

At a glance

9 facts
Provider
ByteDance Seed
Type
API model
Access
Arena AI Code arena (preview), Volcengine / Doubao open platform, Feishu Spark and Coze; online trial at volcengine.com/product/doubao
Context
Not recorded
Maximum output
Not recorded
License / weights
Proprietary
Input modalities
Preview entry: text to text (DataLearner). The Seed2.1 family is multimodal - images, design mockups, floor plans and video in, with interactive-page generation from those inputs.
Output modalities
Not recorded
Pricing notes
No USD price published. Volcengine standard-mode text pricing for Seed 2.1 Pro is CNY 6.00 per 1M input and CNY 30.00 per 1M output, with prompt-cache reads at CNY 1.20 per 1M (DataLearner).

The practical trade-offs

Documented strengths

  • Genuine image-to-interface capability: Seed2.1 generates interactive pages from floor plans, design mockups and video
  • Best-in-class multimodal perception scores in its own table (BabyVision 73.7 vs 55.9 for GPT-5.5; WorldVQA 53.0 vs 34.6)
  • Large Arena vote count (7,358) for a preview, so its Elo is tightly bounded
  • Free to try in the Arena Code arena

Limitations to check

  • Preview identifier with no published context window, max output or USD pricing
  • SWE-Atlas 35.2 on debugging trails GPT-5.5 (44.7) and Claude Opus 4.7 (38.7)
  • No Artificial Analysis coverage, no Design Arena row, no SWE-bench row
  • Preview and productised Seed2.1 Pro benchmarks are different builds
Follow the source

Evidence & conditions

4 source links
4Source links
NoneReviewed records
1Benchmark runs
Not recordedLatest capture

Benchmark observations

Arena WebDev Frontend Inspect conditions
name
Arena WebDev Frontend
value
1522
unit
arena_score
source Url
https://arena.ai/leaderboard/code/webdev/frontend
checked At
2026-09-08T19:28:18Z
attribution
benchmark-publisher
configuration
Exact row seed-2.1-pro-preview; source results dated 2026-09-05; human preference; confidence interval +/-8; 7358 votes. This is a checked source snapshot, not a newly run September 8 evaluation.

Source reports, measured results, and editorial assessments are separate evidence types. Source dates do not imply a new benchmark run. Capture dates are shown when recorded; otherwise we say the capture date was not recorded. Recorded dates are compared with this catalogue snapshot (Sep 11, 2026), not today’s date.

Method AIS-V2

How this page is assessed

Quality claims follow Method AIS-V2.

Money never buys rank — commercial relationships cannot change rank, eligibility, evidence quality, or publication timing.

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