Benchmarks / Microsoft STATE-Bench

Reported by Microsoft STATE-Bench

Microsoft STATE-Bench

Mean rating of the conversation from the simulated user's side.

Data older than 90 days: last updated 1 Jul 2026

Results dated
25 May 2026 to 29 May 2026
Results
5 configurations of 4 models
Unit
score from 1 to 5
Licence
MIT License

User experience: Claude Opus 4.7

4 results · score from 1 to 5, higher is better. Choose a model to highlight it.Clear highlight

  1. 1 GPT-5.4 (high reasoning)OpenAI 3.49
  2. 2 Claude Opus 4.7 (high reasoning)Anthropic 3.46
  3. 3 Kimi K2.6Moonshot AI 3.37
  4. 4 DeepSeek-V4-Pro (0423)DeepSeek 3.36

Full results

STATE-Bench v0.7: user experience, score from 1 to 5, higher is better
#ModelUser experience
score from 1 to 5, higher is better
Price
$ per million tokens, in / out
1 GPT-5.4 (high reasoning)OpenAI · best of 2 settings
3.49
$2.50 / $15
2 Claude Opus 4.7 (high reasoning)Anthropic
3.46
$5 / $25
3 Kimi K2.6Moonshot AI
3.37
$0.95 / $4
4 DeepSeek-V4-Pro (0423)DeepSeek
3.36
$1.42 / $2.83

Swipe the table sideways for more columns.

Ranks follow the score as shown, so equal numbers share a rank. Each model is shown at its best setting; show every setting. Results as published by Microsoft STATE-Bench; we do not re-run them.

Progress over time

User experience, plotted at each model's release date, higher is better. Each model counts once, at its best setting. Scores are today's, not launch day's. Hover or tap a mark for its model.

Best score so far

Every model at its release date. The line moves each time a new release beats every earlier one, and each new best is named where there is room.

3.353.43.453.5 Apr 2026JulOct GPT-5.4

Best score by lab

Each lab's best so far, stepping whenever one of its releases beats its own earlier models.

OpenAIAnthropicMoonshot AIDeepSeek

3.353.43.453.5 Apr 2026JulOct OpenAIAnthropicMoonshot AIDeepSeek

What it measures

Mean rating of the conversation from the simulated user's side.

What it does not measure

Not real customer satisfaction: the ratings come from a model-based judge.

4 results from Microsoft STATE-Bench not ranked here · show why

We rank a result only when we can tie it to a specific model you can use. These are left out:

  • Agent systems with memory, not models on their own: 4

STATE-Bench by Microsoft and STATE-Bench contributors, MIT License.