46.3%
Tasks passed · rank 27 of 39
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your firm's documents or tools; graded by rubric, not by a client.
1,494
Overall · rank 4 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,500
- Sample
- 41260 votes
- Configuration
- Claude Opus 4.6
- Measured
- 13 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 2 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,489 to 1,502
- Sample
- 27929 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,223
Overall · rank 4 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,218 to 1,228
- Sample
- 134699 votes
- Configuration
- Claude Opus 4.6
- Measured
- 24 Aug 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,488
Overall · rank 3 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,486 to 1,491
- Sample
- 80466 votes
- Configuration
- Claude Opus 4.6
- 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.
1,494
Overall · rank 2 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,491 to 1,497
- Sample
- 76191 votes
- Configuration
- Claude Opus 4.6 (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.
1,501
Business, management and finance · rank 6 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,507
- Sample
- 16124 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,501
Business, management and finance · rank 5 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,507
- Sample
- 15222 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,478
Creative writing · rank 11 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,472 to 1,484
- Sample
- 13722 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,501
Creative writing · rank 3 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,494 to 1,507
- Sample
- 13637 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,533
Expert prompts · rank 9 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,526 to 1,541
- Sample
- 8315 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,547
Expert prompts · rank 3 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,539 to 1,555
- Sample
- 6977 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,500
Instruction following · rank 5 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,505
- Sample
- 27183 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,513
Instruction following · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,508 to 1,519
- Sample
- 24708 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,498
Overall · rank 6 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,494 to 1,501
- Sample
- 80836 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,505
Overall · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,502 to 1,509
- Sample
- 76518 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,490
Writing, literature and language · rank 7 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,485 to 1,496
- Sample
- 19764 votes
- Configuration
- Claude Opus 4.6
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,500
Writing, literature and language · rank 3 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,495 to 1,506
- Sample
- 19461 votes
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
31.9
Artificial Analysis Intelligence Index · rank 94 of 314
- Unit
- index score, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
26.4
Artificial Analysis Intelligence Index · rank 124 of 314
- Unit
- index score, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
89.6%
GPQA Diamond · rank 70 of 276
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
84.0%
GPQA Diamond · rank 126 of 276
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
39.9%
Humanity's Last Exam · rank 75 of 314
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
19.1%
Humanity's Last Exam · rank 172 of 314
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
53.1%
IFBench · rank 106 of 215
- Unit
- % of instructions, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not judgement about what an instruction meant.
44.6%
IFBench · rank 142 of 215
- Unit
- % of instructions, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not judgement about what an instruction meant.
78.0%
Long-context reasoning (AA-LCR) · rank 98 of 309
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
67.0%
Long-context reasoning (AA-LCR) · rank 186 of 309
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
46.2%
Terminal-Bench Hard · rank 29 of 213
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses; Artificial Analysis no longer runs it on new models.
48.5%
Terminal-Bench Hard · rank 25 of 213
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses; Artificial Analysis no longer runs it on new models.
92.1%
Τ²-bench telecom · rank 42 of 214
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; no longer run on new models.
84.8%
Τ²-bench telecom · rank 71 of 214
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (off)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; no longer run on new models.
66.7%
Average · rank 4 of 34
- Unit
- % resolved, higher is better
- Configuration
- Claude Opus 4.6 (openhands)
- 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.
41.8%
Front end (SWE-Bench Multimodal) · rank 5 of 34
- Unit
- % resolved, higher is better
- Configuration
- Claude Opus 4.6 (openhands)
- 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 4.6 (openhands)
- 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.
80.0%
Information gathering (GAIA) · rank 7 of 34
- Unit
- % resolved, higher is better
- Configuration
- Claude Opus 4.6 (openhands)
- 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.
76.8%
Issue resolution (SWE-Bench) · rank 6 of 34
- Unit
- % resolved, higher is better
- Configuration
- Claude Opus 4.6 (openhands)
- 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.
78.8%
Testing (SWT-Bench) · rank 6 of 34
- Unit
- % resolved, higher is better
- Configuration
- Claude Opus 4.6 (openhands)
- 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.
4.2%
Projects done to client standard · rank 7 of 14
- Unit
- % of projects, higher is better
- Configuration
- Claude Opus 4.6
- Measured
- 1 Oct 2026
- Not shown
- Not speed or cost; a small set of projects, so a few points either way are noise.
47.0%
Correct answers · rank 32 of 85
- Unit
- % of questions, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 27 Aug 2026
- Not shown
- Not answers grounded in your documents; tests what the model remembers.
11.3%
Consistency (pass^4) · rank 15 of 21
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning, tau2)
- Measured
- 6 May 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.
27.3%
Task success (pass^1) · rank 14 of 21
- Unit
- % of tasks, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning, tau2)
- Measured
- 6 May 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.
5.0%
Requested-length error · rank 34 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
4.0%
Requested-length error · rank 28 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Claude Opus 4.6 (low reasoning)
- Measured
- 6 Feb 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 4.6 (max reasoning)
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
4.0%
Requested-length error · rank 28 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Claude Opus 4.6 (medium reasoning)
- Measured
- 6 Feb 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.41
Style adherence · rank 7 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 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 30 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.6 (low reasoning)
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.41
Style adherence · rank 14 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.41
Style adherence · rank 12 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Claude Opus 4.6 (medium reasoning)
- Measured
- 6 Feb 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
70.9
Writing score · rank 17 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.6 (high)
- Measured
- 6 Feb 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.
66.1
Writing score · rank 55 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.6 (low reasoning)
- Measured
- 6 Feb 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.
70.7
Writing score · rank 18 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.6 (max reasoning)
- Measured
- 6 Feb 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.
69.0
Writing score · rank 30 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Claude Opus 4.6 (medium reasoning)
- Measured
- 6 Feb 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.
99.8%
Answer rate · rank 34 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Opus 4.6
- 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.
12.2%
Hallucination rate · rank 83 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Opus 4.6
- 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.
$8,017.59
Money after a year · rank 9 of 63
- Unit
- US dollars, higher is better
- Configuration
- Claude Opus 4.6
- Measured
- 1 Oct 2026
- Not shown
- Not a real business; one simulated market with set rules.