-0.03
Confirmed task success · rank 23 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.06 to -0.01
- Sample
- 19134 observations
- Configuration
- Grok 4.6
- 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
Praise over complaint · rank 15 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.03 to 0.03
- Sample
- 7955 observations
- Configuration
- Grok 4.6
- 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
Steerability · rank 6 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.01 to 0.05
- Sample
- 23132 observations
- Configuration
- Grok 4.6
- 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
- 2685682 observations
- Configuration
- Grok 4.6
- 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.
1,461
Overall · rank 12 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,449 to 1,473
- Sample
- 2258 votes
- Configuration
- Grok 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.
1,449
Overall · rank 48 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,445 to 1,454
- Sample
- 21035 votes
- Configuration
- Grok 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.
1,447
Business, management and finance · rank 47 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,438 to 1,457
- Sample
- 4164 votes
- Configuration
- Grok 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.
1,445
Creative writing · rank 24 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,435 to 1,454
- Sample
- 4559 votes
- Configuration
- Grok 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
Expert prompts · rank 21 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,477 to 1,502
- Sample
- 2489 votes
- Configuration
- Grok 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.
1,451
Instruction following · rank 38 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,443 to 1,458
- Sample
- 7687 votes
- Configuration
- Grok 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.
1,453
Overall · rank 53 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,448 to 1,459
- Sample
- 21380 votes
- Configuration
- Grok 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.
1,446
Writing, literature and language · rank 30 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,437 to 1,454
- Sample
- 5980 votes
- Configuration
- Grok 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.
25.0%
Requested-length error · rank 228 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- Grok 4.6
- Measured
- 3 Sep 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.36
Style adherence · rank 140 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- Grok 4.6
- Measured
- 3 Sep 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
63.3
Writing score · rank 80 of 370
- Unit
- score out of 100, higher is better
- Configuration
- Grok 4.6
- Measured
- 3 Sep 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.