Enterprise AI in Numbers · Focus area
AI model benchmarks, prices and choices
Which model leads which job, at what price, and from how many credible vendors?
Three labs, Anthropic, OpenAI and Google DeepMind, are statistically tied at the top of Epoch AI's capabilities index, and the lead changes by job: GPT-6 Astra leads coding on FrontierSWE at 65.5%, while Gemini 4 Argon leads professional services work at 82.4%. Capability that was the best available a year ago now lists at $0.07 per million tokens, and the best Chinese model trails the best US model by 11 points.
15 indicators · Updated
Which model leads which job
The best independent result on each benchmark so far, and the model and lab that hold it.
| Job | Leading model | Score | Since | Evaluator |
|---|---|---|---|---|
| Coding benchmark leader | GPT-6 Astra OpenAI | 65.5% | September 3, 2026 | Epoch AI, Benchmarking hub |
| Professional work leader | Gemini 4 Argon Google DeepMind | 82.4% | September 30, 2026 | Epoch AI, Benchmarking hub |
| Remote work leader | Claude Opus 5.5 Anthropic | 21.3% | September 22, 2026 | Epoch AI, Benchmarking hub |
| Computer use leader | Claude Opus 5 Anthropic | 31.4% | July 24, 2026 | Epoch AI, Benchmarking hub |
| Expert reasoning leader | GPT-6 Astra OpenAI | 54.8% | September 3, 2026 | Epoch AI, Benchmarking hub |
| Factual accuracy leader | Gemini 4 Argon Google DeepMind | 76.0% | September 30, 2026 | Epoch AI, Benchmarking hub |
| Most preferred model | Gemini 4 Argon (High) Google DeepMind | 1,525.7 points | October 22, 2026 | LMArena, leaderboard dataset |
More indicators
Frontier AI capability
168.8 points
Claude Opus 5.5
Monitor
Open-weight model gap
11.0 points
Claude Opus 5.5 vs Kimi K3
Evaluate
Price of near-frontier AI
$4.00 per million tokens
Gemini 4 Argon
Evaluate
Labs at the frontier
3
Anthropic, OpenAI, Google DeepMind
Evaluate
US–China model gap
11.0 points
Claude Opus 5.5 vs Kimi K3
Monitor
Open models from China
61.5%
Evaluate
Last year's frontier, today
$0.07 per million tokens
DeepSeek V4 Flash 0731 (matches GPT-5 Pro)
Act now
Hallucination rate
4.7%
Act now
Dates ahead
- Claude Sonnet 4.5 is retired from the Claude API · Anthropic
- OpenAI shuts down GPT-5, GPT-5 mini, GPT-5 nano, GPT-5 pro, o3 and o3-pro in the API · OpenAI
- OpenAI shuts down GPT-4o, GPT-4o mini, GPT-4.1 and GPT-4.1 mini in the API · OpenAI
- Google's earliest shutdown date for Gemini 2.5 Flash Image in the Gemini API · Google
- OpenAI shuts down GPT-5.1, GPT-5.3-Codex and GPT-5.4 nano in the API · OpenAI
- Google's earliest shutdown date for Gemini 3.1 Flash-Lite in the Gemini API · Google