Vision-language

GPT-6 Sol

Released
22 Sep 2026
Status
Current
Context
1.1M
Max output
128K
Input per 1M tokens
$2.00
Output per 1M tokens
$10.00
Open weights
No
License
proprietary
Parameters
—
Knowledge cutoff
20 Apr 2026
Reasoning
Yes
Modalities
text, image → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Knowledge & reasoning61.462 of 4
Coding & software engineering49.3Not ranked1 of 5
Vision & multimodal understanding40.5Not ranked1 of 3
Human preference70.8Not ranked2 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
DTBench (Decision Theory Benchmark)Accuracy (capability questions)97.3%Third partymax—https://conceptualreasoning.ai/dtbench via Epoch AI
Earthborne Rangers (EBR-bench)Objectives reached53.3%Independentmax22 Sep 2026Epoch AI
LMCA (Language Model Conceptual Argumentation)Correlation with expert ratings (Pearson r)0.5908Third partymax—https://conceptualreasoning.ai/lmca via Epoch AI

Coding & software engineering

Coding & software engineering results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
FrontierCodeMain score (Mean@5)49.3%Third partymax—https://cognition.com/frontiercode via Epoch AI

Professional knowledge work

Professional knowledge work results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
APEX-AgentsPass@1 (all rubric criteria met)54.3%Source not statedmax—Epoch AI via Epoch AI

Vision & multimodal understanding

Vision & multimodal understanding results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Furniture AssemblyScore58.3%Independentmax23 Sep 2026Epoch AI

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Code Arena: WebDev (arena.ai)Arena score (Elo scale)1681Independentmax25 Sep 2026Arena
Code Arena: WebDev (arena.ai)Votes2019Independentmax25 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1457Independentmax25 Sep 2026Arena
Text Arena (arena.ai)Votes4773Independentmax25 Sep 2026Arena

Other GPT-6 versions

Sources