1,494
Overall · rank 1 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,501
- Sample
- 22192 votes
- Configuration
- Claude Opus 4.7
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,493
Overall · rank 1 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,486 to 1,500
- Sample
- 21957 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,212
Overall · rank 5 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,207 to 1,218
- Sample
- 91394 votes
- Configuration
- Claude Opus 4.7
- Measured
- 24 Aug 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,475
Overall · rank 9 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,472 to 1,479
- Sample
- 64953 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not an error rate: claims that cannot be checked on the web are skipped, and preference still carries most of the weight.
1,477
Overall · rank 7 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,474 to 1,480
- Sample
- 63912 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not an error rate: claims that cannot be checked on the web are skipped, and preference still carries most of the weight.
1,495
Business, management and finance · rank 1 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,489 to 1,502
- Sample
- 13082 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,508
Business, management and finance · rank 1 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,501 to 1,514
- Sample
- 12876 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,484
Creative writing · rank 4 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,477 to 1,491
- Sample
- 11591 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,488
Creative writing · rank 1 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,481 to 1,496
- Sample
- 11381 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,535
Expert prompts · rank 1 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,527 to 1,543
- Sample
- 6985 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,534
Expert prompts · rank 1 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,526 to 1,542
- Sample
- 6825 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,494
Instruction following · rank 3 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,499
- Sample
- 23030 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,503
Instruction following · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,497 to 1,508
- Sample
- 22448 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,495
Overall · rank 3 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,491 to 1,498
- Sample
- 65051 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,502
Overall · rank 1 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,498 to 1,506
- Sample
- 64007 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,485
Writing, literature and language · rank 4 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,478 to 1,491
- Sample
- 16514 votes
- Configuration
- Claude Opus 4.7
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,496
Writing, literature and language · rank 1 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,490 to 1,502
- Sample
- 16137 votes
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
33.9%
Consistency (pass^5) · rank 2 of 5
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not the model alone: it runs inside STATE-Bench's agent loop against simulated users, and versions of the benchmark are not comparable.
51.0%
Customer support task success (pass@1) · rank 2 of 5
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not the model alone: it runs inside STATE-Bench's agent loop against simulated users, and versions of the benchmark are not comparable.
54.0%
Shopping assistant task success (pass@1) · rank 1 of 5
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not the model alone: it runs inside STATE-Bench's agent loop against simulated users, and versions of the benchmark are not comparable.
53.4%
Task success (pass@1) · rank 2 of 5
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not the model alone: it runs inside STATE-Bench's agent loop against simulated users, and versions of the benchmark are not comparable.
55.0%
Travel task success (pass@1) · rank 2 of 5
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not the model alone: it runs inside STATE-Bench's agent loop against simulated users, and versions of the benchmark are not comparable.
3.46
User experience · rank 2 of 5
- Unit
- score from 1 to 5, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 29 May 2026
- Not shown
- Not real customer satisfaction: the ratings come from a model-based judge.
69.7%
Average · rank 3 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
48.5%
Front end (SWE-Bench Multimodal) · rank 3 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
56.2%
Greenfield (Commit0) · rank 3 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
81.2%
Information gathering (GAIA) · rank 5 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
81.6%
Issue resolution (SWE-Bench) · rank 3 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
80.8%
Testing (SWT-Bench) · rank 5 of 34
- Unit
- % resolved, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 30 Jun 2026
- Not shown
- Not the model alone: the score is for the model inside the OpenHands agent, at the SDK version shown.
24.7%
Consistency (pass^4) · rank 7 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 23 Jul 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.
40.2%
Task success (pass^1) · rank 7 of 21
- Unit
- % of tasks, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 23 Jul 2026
- Not shown
- Not your policies or customers: the tasks and policies are tau2's own, and the customer is simulated by gpt-5.2.
2.0%
Requested-length error · rank 7 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 16 Apr 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
1.0%
Requested-length error · rank 3 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
3.0%
Requested-length error · rank 18 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
2.0%
Requested-length error · rank 7 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.41
Style adherence · rank 8 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 16 Apr 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.39
Style adherence · rank 43 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.40
Style adherence · rank 23 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.40
Style adherence · rank 19 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
56.9
Writing score · rank 119 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.7 (high)
- Measured
- 16 Apr 2026
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
56.9
Writing score · rank 118 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
61.4
Writing score · rank 91 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
56.6
Writing score · rank 122 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-opus-4.7
- Measured
- 16 Apr 2026
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
98.0%
Answer rate · rank 82 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Opus 4.7
- Measured
- 22 Sep 2026
- Not shown
- Not a quality score: a low rate usually means content filters were triggered, and hallucination rates are measured on answered documents only.
12.0%
Hallucination rate · rank 78 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Opus 4.7
- Measured
- 22 Sep 2026
- Not shown
- Not errors in open questions or other tasks: only summarisation, judged by Vectara's own model (HHEM-2.3), not by people, on news-style documents rather than your data.