$0.0072
Cost per game · rank 1 of 10
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not your cost: prices are those charged on the run date.
50.0%
Games lost on time · rank 8 of 10
- Unit
- % of games, lower is better
- Configuration
- GPT-6 Luna, 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 Luna, 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.
557
Ladder Elo · rank 2 of 10
- Unit
- ladder Elo, higher is better
- Range
- 370 to 727
- Sample
- 8 games
- Configuration
- GPT-6 Luna, 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.
7.0 s
Median move time · rank 8 of 10
- Unit
- milliseconds, lower is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not general response speed: replies are one short move.
$0.0016
Cost per game · rank 2 of 24
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Luna (no reasoning), none reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not your cost: prices are those charged on the run date.
50.0%
Games lost on time · rank 12 of 24
- Unit
- % of games, lower is better
- Configuration
- GPT-6 Luna (no reasoning), none 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 Luna (no reasoning), none 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.
249
Ladder Elo · rank 5 of 24
- Unit
- ladder Elo, higher is better
- Range
- 0 to 453
- Sample
- 12 games
- Configuration
- GPT-6 Luna (no reasoning), none 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.
1.5 s
Median move time · rank 13 of 24
- Unit
- milliseconds, lower is better
- Configuration
- GPT-6 Luna (no reasoning), none 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 Luna, 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 Luna, 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.
97.4%
Content quality · rank 8 of 18
- Unit
- % of checks, higher is better
- Configuration
- GPT-6 Luna, 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 Luna, 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 Luna, 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.
10.1%
Not findable · rank 16 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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.
67.9%
Publish-ready listings · rank 4 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Luna, 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.
51.8%
Reliably publish-ready · rank 4 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Luna, 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.
8.3%
Unsupported claims · rank 4 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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.
0.34
Unsupported claims · rank 4 of 18
- Unit
- claims per product, lower is better
- Configuration
- GPT-6 Luna, 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.
19.1%
Wrong attributes · rank 9 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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%
Wrong category or variant · rank 1 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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 Luna, 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 Luna, 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 Luna, 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 Luna, 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.
97.0%
Content quality · rank 9 of 18
- Unit
- % of checks, higher is better
- Configuration
- GPT-6 Luna, 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.
$0.0005
Cost per product · rank 1 of 18
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
97.0%
Decision accuracy · rank 7 of 18
- Unit
- % of decisions, higher is better
- Configuration
- GPT-6 Luna, 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 Luna, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
93.7%
Field accuracy · rank 7 of 18
- Unit
- % of missing fields, higher is better
- Configuration
- GPT-6 Luna, 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.
1.7%
Invented values · rank 11 of 18
- Unit
- % of filled values, lower is better
- Configuration
- GPT-6 Luna, 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 Luna, 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.
10.1%
Not findable · rank 16 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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.
67.9%
Publish-ready listings · rank 6 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Luna, 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.
55.4%
Reliably publish-ready · rank 5 of 18
- Unit
- % of products, higher is better
- Configuration
- GPT-6 Luna, 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.
8.9%
Unsupported claims · rank 4 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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.
0.31
Unsupported claims · rank 4 of 18
- Unit
- claims per product, lower is better
- Configuration
- GPT-6 Luna, 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.
18.4%
Wrong attributes · rank 11 of 18
- Unit
- % of products, lower is better
- Configuration
- GPT-6 Luna, 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 Luna, 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.
68.2
Audience score · rank 3 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
54.8
Business score · rank 3 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
35.8
Consistency score · rank 4 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$738,878
Contribution profit · rank 4 of 17
- Unit
- simulated US dollars, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$0.0142
Cost of a run · rank 1 of 17
- Unit
- US dollars, lower is better
- Configuration
- GPT-6 Luna, 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 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
53.4
Overall score · rank 3 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
54.8
Planning score · rank 9 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$0.66
Return on ad spend · rank 4 of 17
- Unit
- profit per $1 spent, higher is better
- Configuration
- GPT-6 Luna, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
44.3%
Tasks passed · rank 29 of 39
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not your firm's documents or tools; graded by rubric, not by a client.
0.05
Confirmed task success · rank 5 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.01 to 0.08
- Sample
- 3913 observations
- Configuration
- GPT-6 Luna
- 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 15 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.09 to 0.03
- Sample
- 1083 observations
- Configuration
- GPT-6 Luna
- 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.
0.02
Steerability · rank 6 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.02 to 0.06
- Sample
- 3522 observations
- Configuration
- GPT-6 Luna
- 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
- 802714 observations
- Configuration
- GPT-6 Luna
- 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.
1,422
Overall · rank 103 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,414 to 1,430
- Sample
- 4360 votes
- Configuration
- GPT-6 Luna (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.
1,452
Business, management and finance · rank 22 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,432 to 1,473
- Sample
- 875 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,403
Creative writing · rank 68 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,382 to 1,423
- Sample
- 939 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,505
Expert prompts · rank 4 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,480 to 1,529
- Sample
- 578 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,443
Instruction following · rank 40 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,429 to 1,457
- Sample
- 1706 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,442
Overall · rank 67 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,434 to 1,451
- Sample
- 4792 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,415
Writing, literature and language · rank 67 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,398 to 1,433
- Sample
- 1245 votes
- Configuration
- GPT-6 Luna (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
32.9
Artificial Analysis Intelligence Index · rank 90 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (high)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
21.5
Artificial Analysis Intelligence Index · rank 166 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (low)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
38.1
Artificial Analysis Intelligence Index · rank 67 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
29.9
Artificial Analysis Intelligence Index · rank 105 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (medium)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
18.5
Artificial Analysis Intelligence Index · rank 192 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (no reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
34.6
Artificial Analysis Intelligence Index · rank 75 of 314
- Unit
- index score, higher is better
- Configuration
- GPT-6 Luna (xhigh)
- Measured
- 1 Oct 2026
- Not shown
- Not business work, and a blend: read the parts for any one task.
32.9%
Humanity's Last Exam · rank 114 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (high)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
20.3%
Humanity's Last Exam · rank 163 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (low)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
38.5%
Humanity's Last Exam · rank 85 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
28.3%
Humanity's Last Exam · rank 132 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (medium)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
8.6%
Humanity's Last Exam · rank 242 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (no reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
34.3%
Humanity's Last Exam · rank 108 of 314
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (xhigh)
- Measured
- 1 Oct 2026
- Not shown
- Not everyday work; academic questions at the edge of expertise.
79.3%
Long-context reasoning (AA-LCR) · rank 81 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (high)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
74.0%
Long-context reasoning (AA-LCR) · rank 137 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (low)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
83.3%
Long-context reasoning (AA-LCR) · rank 17 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
78.3%
Long-context reasoning (AA-LCR) · rank 93 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (medium)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
39.7%
Long-context reasoning (AA-LCR) · rank 258 of 309
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (no 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 Luna (xhigh)
- Measured
- 1 Oct 2026
- Not shown
- Not retrieval over your own document store.
50.3%
SciCode · rank 92 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (high)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
46.9%
SciCode · rank 108 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (low)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
54.6%
SciCode · rank 52 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
50.9%
SciCode · rank 87 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (medium)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
43.1%
SciCode · rank 121 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (no reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
51.7%
SciCode · rank 79 of 153
- Unit
- % of problems, higher is better
- Configuration
- GPT-6 Luna (xhigh)
- Measured
- 1 Oct 2026
- Not shown
- Not general software engineering.
4.5%
Terminal-Bench 4.0 · rank 89 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (high)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
0.0%
Terminal-Bench 4.0 · rank 122 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (low)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
12.6%
Terminal-Bench 4.0 · rank 65 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
2.5%
Terminal-Bench 4.0 · rank 95 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (medium)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
1.5%
Terminal-Bench 4.0 · rank 103 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (no reasoning)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
8.1%
Terminal-Bench 4.0 · rank 78 of 150
- Unit
- % of tasks, higher is better
- Configuration
- GPT-6 Luna (xhigh)
- Measured
- 1 Oct 2026
- Not shown
- Not other harnesses or tools; one attempt per task.
23.0%
Professional document tasks · rank 20 of 49
- Unit
- % of rubric, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 1 Oct 2026
- Not shown
- Not your documents; 100 tasks, so small differences are noise.
41.4%
Correct answers · rank 41 of 85
- Unit
- % of questions, higher is better
- Configuration
- GPT-6 Luna (max)
- Measured
- 22 Sep 2026
- Not shown
- Not answers grounded in your documents; tests what the model remembers.