-0.01
Confirmed task success · rank 19 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.03 to 0.01
- Sample
- 28644 observations
- Configuration
- Grok 4.5
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
-0.03
Praise over complaint · rank 21 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.06 to 0.00
- Sample
- 9705 observations
- Configuration
- Grok 4.5
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
0.04
Steerability · rank 6 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.02 to 0.06
- Sample
- 32989 observations
- Configuration
- Grok 4.5
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
0.00
Tool grounding · rank 1 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.00 to 0.00
- Sample
- 2071292 observations
- Configuration
- Grok 4.5
- Measured
- 28 Sep 2026
- Not shown
- Not a success rate: the estimated effect of choosing this model as the agent's orchestrator, against an even mix of the models tested, inside Arena's own harness.
1,464
Overall · rank 12 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,456 to 1,473
- Sample
- 4965 votes
- Configuration
- Grok 4.5
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,202
Overall · rank 5 of 34
- Unit
- Arena rating, higher is better
- Range
- 1,195 to 1,209
- Sample
- 31505 votes
- Configuration
- Grok 4.5
- Measured
- 24 Aug 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,465
Overall · rank 24 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,462 to 1,469
- Sample
- 37162 votes
- Configuration
- Grok 4.5
- 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.
1,465
Business, management and finance · rank 22 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,457 to 1,473
- Sample
- 7290 votes
- Configuration
- Grok 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,452
Creative writing · rank 18 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,444 to 1,460
- Sample
- 7601 votes
- Configuration
- Grok 4.5
- 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
Expert prompts · rank 26 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,479 to 1,498
- Sample
- 4428 votes
- Configuration
- Grok 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,462
Instruction following · rank 24 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,456 to 1,468
- Sample
- 13752 votes
- Configuration
- Grok 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,465
Overall · rank 34 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,461 to 1,470
- Sample
- 37535 votes
- Configuration
- Grok 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,459
Writing, literature and language · rank 17 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,452 to 1,466
- Sample
- 10131 votes
- Configuration
- Grok 4.5
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
32.0%
Consistency (pass^4) · rank 2 of 21
- Unit
- % of tasks, higher is better
- Configuration
- grok-4.5
- Measured
- 24 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.
47.9%
Task success (pass^1) · rank 3 of 21
- Unit
- % of tasks, higher is better
- Configuration
- grok-4.5
- Measured
- 24 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.
21.0%
Requested-length error · rank 195 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Grok 4.5
- Measured
- 8 Jul 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.32
Style adherence · rank 292 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Grok 4.5
- Measured
- 8 Jul 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
60.0
Writing score · rank 102 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Grok 4.5
- Measured
- 8 Jul 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.