0
Ladder Elo · rank 12 of 16
- Unit
- ladder Elo, higher is better
- Configuration
- Muse Spark 1.3, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a business skill: chess against an engine on a real clock, used here as a speed-under-pressure signal.
20.7 s
Median move time · rank 16 of 16
- Unit
- milliseconds, lower is better
- Configuration
- Muse Spark 1.3, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not general response speed: replies are one short move.
97.7%
Content quality · rank 5 of 18
- Unit
- % of checks, higher is better
- Configuration
- Muse Spark 1.3, 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
- Muse Spark 1.3, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
14.3%
Publish-ready listings · rank 7 of 18
- Unit
- % of products, higher is better
- Configuration
- Muse Spark 1.3, 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.
7.1%
Reliably publish-ready · rank 7 of 18
- Unit
- % of products, higher is better
- Configuration
- Muse Spark 1.3, 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.
3.44
Unsupported claims · rank 8 of 18
- Unit
- claims per product, lower is better
- Configuration
- Muse Spark 1.3, 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
- Muse Spark 1.3, 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
- Muse Spark 1.3, 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.
97.2%
Content quality · rank 5 of 18
- Unit
- % of checks, higher is better
- Configuration
- Muse Spark 1.3, 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.
$0.0164
Cost per product · rank 10 of 18
- Unit
- US dollars, lower is better
- Configuration
- Muse Spark 1.3, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
96.7%
Decision accuracy · rank 5 of 18
- Unit
- % of decisions, higher is better
- Configuration
- Muse Spark 1.3, 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
- Muse Spark 1.3, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
92.9%
Field accuracy · rank 10 of 18
- Unit
- % of missing fields, higher is better
- Configuration
- Muse Spark 1.3, 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.
0.7%
Invented values · rank 5 of 18
- Unit
- % of filled values, lower is better
- Configuration
- Muse Spark 1.3, 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.
57.7%
Publish-ready listings · rank 8 of 18
- Unit
- % of products, higher is better
- Configuration
- Muse Spark 1.3, 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.
37.5%
Reliably publish-ready · rank 7 of 18
- Unit
- % of products, higher is better
- Configuration
- Muse Spark 1.3, 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.
0.73
Unsupported claims · rank 6 of 18
- Unit
- claims per product, lower is better
- Configuration
- Muse Spark 1.3, 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.
$0.18
Cost of a run · rank 7 of 17
- Unit
- US dollars, lower is better
- Configuration
- Muse Spark 1.3, 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
- Muse Spark 1.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
34.1
Overall score · rank 11 of 17
- Unit
- score out of 100, higher is better
- Configuration
- Muse Spark 1.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
£0.29
Return on ad spend · rank 10 of 17
- Unit
- profit per £1 spent, higher is better
- Configuration
- Muse Spark 1.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
0.08
Confirmed task success · rank 4 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.07 to 0.10
- Sample
- 43358 observations
- Configuration
- Muse Spark 1.3
- 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
Praise over complaint · rank 10 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.02 to 0.06
- Sample
- 15832 observations
- Configuration
- Muse Spark 1.3
- 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 11 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.00 to 0.03
- Sample
- 45532 observations
- Configuration
- Muse Spark 1.3
- 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
- 5211195 observations
- Configuration
- Muse Spark 1.3
- 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.
1,468
Overall · rank 6 of 44
- Unit
- Arena rating, higher is better
- Range
- 1,450 to 1,486
- Sample
- 1006 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 13 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,479
Overall · rank 4 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,473 to 1,485
- Sample
- 9672 votes
- Configuration
- Muse Spark 1.3 (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.
1,506
Business, management and finance · rank 1 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,492 to 1,519
- Sample
- 1912 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,450
Creative writing · rank 13 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,436 to 1,464
- Sample
- 2035 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,527
Expert prompts · rank 1 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,510 to 1,544
- Sample
- 1149 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,486
Instruction following · rank 4 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,476 to 1,496
- Sample
- 3726 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,494
Overall · rank 2 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,488 to 1,501
- Sample
- 10036 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,466
Writing, literature and language · rank 9 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,454 to 1,478
- Sample
- 2655 votes
- Configuration
- Muse Spark 1.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.