$0.28
Cost per game · rank 9 of 10
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not your cost: prices are those charged on the run date.
37.5%
Games lost on time · rank 5 of 10
- Unit
- % of games, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
0.0%
Invalid moves · rank 1 of 10
- Unit
- % of moves, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
839
Ladder Elo · rank 1 of 10
- Unit
- ladder Elo, higher is better
- Range
- 595 to 1,072
- Sample
- 8 games
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
5.6 s
Median move time · rank 6 of 10
- Unit
- milliseconds, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not general response speed: replies are one short move.
$0.0943
Cost per game · rank 23 of 24
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not your cost: prices are those charged on the run date.
$0.10
Cost per game · rank 24 of 24
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Astra (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not your cost: prices are those charged on the run date.
83.3%
Games lost on time · rank 20 of 24
- Unit
- % of games, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
75.0%
Games lost on time · rank 19 of 24
- Unit
- % of games, lower is better
- Configuration
- GPT-6 Astra (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
0.0%
Invalid moves · rank 1 of 24
- Unit
- % of moves, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
0.0%
Invalid moves · rank 1 of 24
- Unit
- % of moves, lower is better
- Configuration
- GPT-6 Astra (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
197
Ladder Elo · rank 5 of 24
- Unit
- ladder Elo, higher is better
- Range
- 0 to 439
- Sample
- 12 games
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
323
Ladder Elo · rank 5 of 24
- Unit
- ladder Elo, higher is better
- Range
- 0 to 528
- Sample
- 12 games
- Configuration
- GPT-6 Astra (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
3.0 s
Median move time · rank 21 of 24
- Unit
- milliseconds, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not general response speed: replies are one short move.
2.3 s
Median move time · rank 18 of 24
- Unit
- milliseconds, lower is better
- Configuration
- GPT-6 Astra (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not general response speed: replies are one short move.
0.0%
Channel rules broken · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Claims to check · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
98.9%
Content quality · rank 1 of 18
- Unit
- % of checks, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Failed outputs · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
0.0%
Missing UK information · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
5.4%
Not findable · rank 9 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
73.2%
Publish-ready listings · rank 2 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
69.6%
Reliably publish-ready · rank 1 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
2.4%
Unsupported claims · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.05
Unsupported claims · rank 1 of 18
- Unit
- claims per product, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
20.2%
Wrong attributes · rank 12 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
1.8%
Wrong category or variant · rank 3 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
100.0%
Channel compliance · rank 1 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Channel rules broken · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Claims to check · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
100.0%
Conflicts caught · rank 1 of 18
- Unit
- % of conflicts, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
98.5%
Content quality · rank 2 of 18
- Unit
- % of checks, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
$0.0371
Cost per product · rank 15 of 18
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
98.5%
Decision accuracy · rank 2 of 18
- Unit
- % of decisions, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Failed outputs · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
94.2%
Field accuracy · rank 6 of 18
- Unit
- % of missing fields, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
1.9%
Invented values · rank 12 of 18
- Unit
- % of filled values, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.0%
Missing UK information · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
6.0%
Not findable · rank 10 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
77.4%
Publish-ready listings · rank 2 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
75.0%
Reliably publish-ready · rank 1 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
1.2%
Unsupported claims · rank 2 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.02
Unsupported claims · rank 2 of 18
- Unit
- claims per product, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
17.3%
Wrong attributes · rank 10 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
1.8%
Wrong category or variant · rank 2 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
68.6
Audience score · rank 2 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
57.5
Business score · rank 1 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
44.7
Consistency score · rank 1 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$599,139
Contribution profit · rank 7 of 17
- Unit
- simulated US dollars, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$1.23
Cost of a run · rank 16 of 17
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
0
Months over budget · rank 1 of 17
- Unit
- months of 12, lower is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
56.6
Overall score · rank 1 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
54.9
Planning score · rank 3 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$0.67
Return on ad spend · rank 3 of 17
- Unit
- profit per $1 spent, higher is better
- Configuration
- GPT-6 Astra, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
64.7%
Tasks passed · rank 7 of 39
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra
- Measured
- 1 Oct 2026
- Not shown
- Not your firm's documents or tools; graded by rubric, not by a client.
0.13
Confirmed task success · rank 1 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.09 to 0.16
- Sample
- 5966 observations
- Configuration
- GPT-6 Astra
- 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.
0.34
Praise over complaint · rank 1 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.25 to 0.43
- Sample
- 1537 observations
- Configuration
- GPT-6 Astra
- 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.
-0.01
Steerability · rank 11 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.06 to 0.04
- Sample
- 3817 observations
- Configuration
- GPT-6 Astra
- 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
- 828887 observations
- Configuration
- GPT-6 Astra
- 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.
1,473
Overall · rank 5 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,458 to 1,487
- Sample
- 1621 votes
- Configuration
- GPT-6 Astra (max)
- Measured
- 13 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 22 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,458 to 1,471
- Sample
- 6910 votes
- Configuration
- GPT-6 Astra (max)
- 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.
1,483
Business, management and finance · rank 2 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,466 to 1,499
- Sample
- 1343 votes
- Configuration
- GPT-6 Astra (max)
- 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
Creative writing · rank 12 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,437 to 1,470
- Sample
- 1484 votes
- Configuration
- GPT-6 Astra (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,510
Expert prompts · rank 4 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,532
- Sample
- 729 votes
- Configuration
- GPT-6 Astra (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,473
Instruction following · rank 9 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,461 to 1,486
- Sample
- 2284 votes
- Configuration
- GPT-6 Astra (max)
- 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
Overall · rank 13 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,470 to 1,485
- Sample
- 7185 votes
- Configuration
- GPT-6 Astra (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,469
Writing, literature and language · rank 8 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,455 to 1,483
- Sample
- 1929 votes
- Configuration
- GPT-6 Astra (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
77.1
Artificial Analysis Coding Index · rank 8 of 151
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your codebase or tools.
75.7
Artificial Analysis Coding Index · rank 26 of 151
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your codebase or tools.
76.9
Artificial Analysis Coding Index · rank 11 of 151
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not your codebase or tools.
76.7
Artificial Analysis Coding Index · rank 13 of 151
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your codebase or tools.
75.9
Artificial Analysis Coding Index · rank 23 of 151
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your codebase or tools.
50.9
Artificial Analysis Intelligence Index · rank 15 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
45.8
Artificial Analysis Intelligence Index · rank 31 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
52.7
Artificial Analysis Intelligence Index · rank 7 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
49.6
Artificial Analysis Intelligence Index · rank 19 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
52.4
Artificial Analysis Intelligence Index · rank 9 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
94.9%
GPQA Diamond · rank 4 of 276
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
93.1%
GPQA Diamond · rank 24 of 276
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
96.1%
GPQA Diamond · rank 2 of 276
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
93.9%
GPQA Diamond · rank 10 of 276
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
96.3%
GPQA Diamond · rank 1 of 276
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not applied work; multiple-choice science questions.
53.1%
Humanity's Last Exam · rank 16 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
49.2%
Humanity's Last Exam · rank 26 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
54.7%
Humanity's Last Exam · rank 11 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
52.7%
Humanity's Last Exam · rank 19 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
54.6%
Humanity's Last Exam · rank 13 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
80.0%
Long-context reasoning (AA-LCR) · rank 65 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
80.0%
Long-context reasoning (AA-LCR) · rank 65 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
80.7%
Long-context reasoning (AA-LCR) · rank 53 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
79.7%
Long-context reasoning (AA-LCR) · rank 73 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
80.0%
Long-context reasoning (AA-LCR) · rank 65 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
55.4%
SciCode · rank 44 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
54.1%
SciCode · rank 59 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
56.5%
SciCode · rank 31 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
54.2%
SciCode · rank 57 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
55.7%
SciCode · rank 40 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
89.9%
Terminal-Bench 2.1 · rank 3 of 151
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; superseded by 4.0 for newer models.
88.0%
Terminal-Bench 2.1 · rank 12 of 151
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; superseded by 4.0 for newer models.
88.4%
Terminal-Bench 2.1 · rank 10 of 151
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; superseded by 4.0 for newer models.
89.5%
Terminal-Bench 2.1 · rank 5 of 151
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; superseded by 4.0 for newer models.
89.1%
Terminal-Bench 2.1 · rank 7 of 151
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; superseded by 4.0 for newer models.
54.0%
Terminal-Bench 4.0 · rank 11 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
41.9%
Terminal-Bench 4.0 · rank 26 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
59.1%
Terminal-Bench 4.0 · rank 5 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
49.5%
Terminal-Bench 4.0 · rank 17 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
59.6%
Terminal-Bench 4.0 · rank 2 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
40.0%
Τ-bench banking · rank 31 of 142
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; a simulated customer.
32.0%
Τ-bench banking · rank 56 of 142
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; a simulated customer.
41.4%
Τ-bench banking · rank 27 of 142
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; a simulated customer.
35.5%
Τ-bench banking · rank 45 of 142
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; a simulated customer.
43.1%
Τ-bench banking · rank 22 of 142
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not your policies or systems; a simulated customer.
20.8%
Projects done to client standard · rank 1 of 14
- Unit
- % of projects, higher is better
- Configuration
- GPT-6 Astra
- Measured
- 1 Oct 2026
- Not shown
- Not speed or cost; a small set of projects, so a few points either way are noise.
75.6%
Correct answers · rank 1 of 85
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Astra (max)
- Measured
- 30 Aug 2026
- Not shown
- Not answers grounded in your documents; tests what the model remembers.
0.0%
Requested-length error · rank 1 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 5 Sep 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
- GPT-6 Astra (low reasoning)
- Measured
- 5 Sep 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
- GPT-6 Astra (medium reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.0%
Requested-length error · rank 1 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not other format limits such as character counts or bullet counts.
0.36
Style adherence · rank 124 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.37
Style adherence · rank 104 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.38
Style adherence · rank 71 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.38
Style adherence · rank 71 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 5 Sep 2026
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
68.9
Writing score · rank 32 of 370
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra (high reasoning)
- Measured
- 5 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.
65.1
Writing score · rank 64 of 370
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra (low reasoning)
- Measured
- 5 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.
68.1
Writing score · rank 39 of 370
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra (medium reasoning)
- Measured
- 5 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.
68.0
Writing score · rank 40 of 370
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Astra (xhigh reasoning)
- Measured
- 5 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.
100.0%
Answer rate · rank 1 of 108
- Unit
- % of documents, higher is better
- Configuration
- GPT-6 Astra
- 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.
8.7%
Hallucination rate · rank 45 of 108
- Unit
- % of summaries, lower is better
- Configuration
- GPT-6 Astra
- 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.
$15,514.70
Money after a year · rank 1 of 63
- Unit
- US dollars, higher is better
- Configuration
- GPT-6 Astra
- Measured
- 1 Oct 2026
- Not shown
- Not a real business; one simulated market with set rules.