Benchmark Almanac

CreativeWork

Seed2.1 Pro 42.5% leads since June 2026
In use

Agents complete productivity tasks in Notion, Canva and Figma by mixing GUI actions with MCP tool calls.

In-house Seed benchmark. The card does not describe the grader, so the scoring field is a guess.

Made by
ByteDance Seed
Released
June 2026
Kind
Desktop apps
Level
Everyday
Scored
Checked automatically
Answers
Agent task
Tasks
Kept private
Strongest model tested
GPT-5.5 #20 on the capability index
Last in a launch post
June 2026
Last model added
June 2026
Scores refreshed
November 12th, 2026
1
Model scored in lab cards
1
Launch post lists it, from 1 lab
1
System card reports it, from 1 lab

Seed2.1 Pro leads with 42.5%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

Seed2.1 Pro leads with 42.5% across all independent runs

Best score per model across the official leaderboard, Epoch AI’s own runs and any board Epoch AI copied. Each bar and row names its source.

  1. 1 Seed2.1 Pro 42.5%

Source: Labs’ model cards

Source: Official CreativeWork leaderboard

#ModelScoreSettingDateSource
1 Seed2.1 Pro 42.5% Jun 2026 Lab model card
#ModelScoreSettingDateSource
1 Seed2.1 Pro 42.5% Jun 2026 Official leaderboard
2 GPT-5.5 30.5% Apr 2026 Official leaderboard
3 Claude Opus 4.7 28.3% Apr 2026 Official leaderboard
4 Gemini 3.1 Pro 27.4% Feb 2026 Official leaderboard

The benchmark's own leaderboard has 5 entries, 4 of them models we track. Switch the scores above to rank them together.

Number one over time 2 models have held number one across all independent runs since its release in June 2026

Lab claims count from the day the card came out, independent runs from the model’s release.

OpenAI ByteDance Seed
Own leaderboard Not tested since Jun 2026
Seed2.1 Pro 42.5%

Source: Official CreativeWork leaderboard

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

On the benchmark’s own leaderboard Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.1 Pro GPT-5.5 Gemini 3.1 Pro 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.1 Pro GPT-5.5

Sources: Official CreativeWork leaderboard and labs’ model cards

One lab put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

ByteDance Seed
DateLaunch postScoreAs the post writes it
Jun 23, 2026 Seed2.1 Pro 42.5 CreativeWork

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Jun 23, 2026 Seed2.1 Pro model card 42.5 CreativeWork (Table 4) Capabilities

One lab claim next to the leaderboard

Each score a lab reported for its own model, beside the same model's best score on the leaderboard. Gaps mostly come from different harnesses, effort levels and task subsets. 1 of them match, which usually means one side copied the other. Every benchmark.

Model Lab says Board says Gap
Seed2.1 Pro 42.5% CreativeWork 42.5% Leaderboard Same

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  • AndroidWorld In use Agents complete 116 tasks across 20 real Android apps in an emulator. Each task checks the device's system state to judge success. GPT-6 Astra 100%
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  • WebArena-Verified In use Agents complete 812 audited WebArena tasks on self-hosted websites. Deterministic evaluators check the agent's answer and captured network traces. Muse Spark 1.1 69%
  • MobileWorld In use Agents complete 201 tasks across 20 mobile apps, including tasks that need user clarification or MCP tools. Backend checks verify success. GPT-5 55.3%