491
Ladder Elo · rank 2 of 16
- Unit
- ladder Elo, higher is better
- Range
- 299 to 659
- Sample
- 8 games
- Configuration
- Claude Haiku 4.5, 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.
1.3 s
Median move time · rank 3 of 16
- Unit
- milliseconds, lower is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not general response speed: replies are one short move.
94.4%
Content quality · rank 15 of 18
- Unit
- % of checks, higher is better
- Configuration
- Claude Haiku 4.5, 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
- Claude Haiku 4.5, 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%
Publish-ready listings · rank 15 of 18
- Unit
- % of products, higher is better
- Configuration
- Claude Haiku 4.5, 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%
Reliably publish-ready · rank 10 of 18
- Unit
- % of products, higher is better
- Configuration
- Claude Haiku 4.5, 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.
14.3
Unsupported claims · rank 18 of 18
- Unit
- claims per product, lower is better
- Configuration
- Claude Haiku 4.5, 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.
76.8%
Channel compliance · rank 18 of 18
- Unit
- % of products, higher is better
- Configuration
- Claude Haiku 4.5, 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
- Claude Haiku 4.5, 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.
94.6%
Content quality · rank 15 of 18
- Unit
- % of checks, higher is better
- Configuration
- Claude Haiku 4.5, 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.
$0.0061
Cost per product · rank 4 of 18
- Unit
- US dollars, lower is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
86.0%
Decision accuracy · rank 17 of 18
- Unit
- % of decisions, higher is better
- Configuration
- Claude Haiku 4.5, 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
- Claude Haiku 4.5, 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
- Claude Haiku 4.5, 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.
6.2%
Invented values · rank 18 of 18
- Unit
- % of filled values, lower is better
- Configuration
- Claude Haiku 4.5, 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.
0.6%
Publish-ready listings · rank 18 of 18
- Unit
- % of products, higher is better
- Configuration
- Claude Haiku 4.5, 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%
Reliably publish-ready · rank 17 of 18
- Unit
- % of products, higher is better
- Configuration
- Claude Haiku 4.5, 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.
7.92
Unsupported claims · rank 18 of 18
- Unit
- claims per product, lower is better
- Configuration
- Claude Haiku 4.5, 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.
$0.0298
Cost of a run · rank 2 of 17
- Unit
- US dollars, lower is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
2
Months over budget · rank 15 of 17
- Unit
- months of 12, lower is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
17.5
Overall score · rank 16 of 17
- Unit
- score out of 100, higher is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
−£0.21
Return on ad spend · rank 17 of 17
- Unit
- profit per £1 spent, higher is better
- Configuration
- Claude Haiku 4.5, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
1,419
Overall · rank 38 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,413 to 1,425
- Sample
- 34677 votes
- Configuration
- Claude Haiku 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.
1,418
Overall · rank 117 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,416 to 1,420
- Sample
- 133816 votes
- Configuration
- Claude Haiku 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.
1,420
Business, management and finance · rank 106 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,415 to 1,424
- Sample
- 27420 votes
- Configuration
- Claude Haiku 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.
1,387
Creative writing · rank 99 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,382 to 1,392
- Sample
- 23265 votes
- Configuration
- Claude Haiku 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
Expert prompts · rank 84 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,446 to 1,458
- Sample
- 12831 votes
- Configuration
- Claude Haiku 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.
1,415
Instruction following · rank 99 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,411 to 1,419
- Sample
- 44952 votes
- Configuration
- Claude Haiku 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.
1,414
Overall · rank 122 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,411 to 1,416
- Sample
- 140791 votes
- Configuration
- Claude Haiku 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.
1,399
Writing, literature and language · rank 96 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,395 to 1,404
- Sample
- 33818 votes
- Configuration
- Claude Haiku 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.
85.1%
Irrelevance detection · rank 32 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
95.3%
Irrelevance detection · rank 4 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general refusal or safety behaviour.
54.4%
Memory · rank 7 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
2.6%
Memory · rank 99 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not long-term personal memory in a product: sessions are BFCL's scripted ones.
53.6%
Multi-turn tasks · rank 14 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
1.8%
Multi-turn tasks · rank 96 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not open-ended agent work: the tools and tasks are BFCL's simulated APIs.
68.7%
Overall accuracy · rank 6 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not a neutral average: the weighting is BFCL's. Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
25.3%
Overall accuracy · rank 87 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not a neutral average: the weighting is BFCL's. Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
62.5%
Relevance detection · rank 91 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
31.2%
Relevance detection · rank 106 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not whether the call itself was right; only that one was attempted.
86.5%
Single-turn calls (curated) · rank 34 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
55.4%
Single-turn calls (curated) · rank 98 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
78.7%
Single-turn calls (user-contributed) · rank 19 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
52.5%
Single-turn calls (user-contributed) · rank 98 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not reliability on your own tools: BFCL's functions and queries are a fixed test set, and a correct call is judged by its form, not by what it achieved.
83.5%
Web search · rank 2 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
19.5%
Web search · rank 45 of 109
- Unit
- % correct, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 16 Dec 2025
- Not shown
- Not general research quality: questions have short, checkable answers.
6.0%
Requested-length error · rank 41 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
24.0%
Requested-length error · rank 217 of 370
- Unit
- % off the requested word count, lower is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not other format limits such as character counts or bullet counts.
0.35
Style adherence · rank 178 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
0.39
Style adherence · rank 43 of 370
- Unit
- score from 0 to 1, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not brand voice on your own examples: UGI's prompts are private and lean towards creative writing.
52.2
Writing score · rank 145 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
49.1
Writing score · rank 162 of 370
- Unit
- score out of 100, higher is better
- Configuration
- claude-haiku-4.5
- Measured
- 15 Oct 2025
- Not shown
- Not business copy quality: UGI's prompts are private and lean towards creative writing, and models that often refuse get no score.
99.5%
Answer rate · rank 53 of 108
- Unit
- % of documents, higher is better
- Configuration
- Claude Haiku 4.5
- 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.
9.8%
Hallucination rate · rank 58 of 108
- Unit
- % of summaries, lower is better
- Configuration
- Claude Haiku 4.5
- 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.