1.8%
Channel rules broken · rank 10 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
95.4%
Content quality · rank 13 of 18
- Unit
- % of checks, higher is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
0.6%
Failed outputs · rank 15 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- 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
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
3.6%
Not findable · rank 7 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
24.4%
Publish-ready listings · rank 6 of 18
- Unit
- % of products, higher is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
10.7%
Reliably publish-ready · rank 5 of 18
- Unit
- % of products, higher is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
70.2%
Unsupported claims · rank 7 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
2.79
Unsupported claims · rank 7 of 18
- Unit
- claims per product, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- 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
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
2.4%
Wrong category or variant · rank 8 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Failures
- invalid JSON: 1 of 168 attempts
- Not shown
- Not your catalogue: invented products with generated images, so a model's result on your own feed can differ.
99.4%
Channel compliance · rank 9 of 18
- Unit
- % of products, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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.
3.0%
Channel rules broken · rank 14 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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
- DeepSeek V4.1 Flash, 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.
96.3%
Content quality · rank 11 of 18
- Unit
- % of checks, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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 3 of 18
- Unit
- US dollars, lower is better
- Configuration
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not your cost: prices are those charged through OpenRouter on the run date.
96.2%
Decision accuracy · rank 8 of 18
- Unit
- % of decisions, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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
- DeepSeek V4.1 Flash, provider default reasoning
- Measured
- 30 Sep 2026
- Not shown
- Not a provider outage: provider errors are retried before a product counts as failed.
94.4%
Field accuracy · rank 3 of 18
- Unit
- % of missing fields, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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.
3.1%
Invented values · rank 15 of 18
- Unit
- % of filled values, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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
- DeepSeek V4.1 Flash, 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.
3.6%
Not findable · rank 4 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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.
58.3%
Publish-ready listings · rank 6 of 18
- Unit
- % of products, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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.
35.7%
Reliably publish-ready · rank 8 of 18
- Unit
- % of products, higher is better
- Configuration
- DeepSeek V4.1 Flash, 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.
19.6%
Unsupported claims · rank 5 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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.
0.72
Unsupported claims · rank 5 of 18
- Unit
- claims per product, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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 13 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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.
3.0%
Wrong category or variant · rank 10 of 18
- Unit
- % of products, lower is better
- Configuration
- DeepSeek V4.1 Flash, 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.
0.12
Confirmed task success · rank 2 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.11 to 0.13
- Sample
- 48064 observations
- Configuration
- DeepSeek V4.1 Flash
- 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 11 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.01 to 0.05
- Sample
- 17188 observations
- Configuration
- DeepSeek V4.1 Flash
- 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 24 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- -0.05 to -0.02
- Sample
- 50671 observations
- Configuration
- DeepSeek V4.1 Flash
- 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 25 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.00 to 0.00
- Sample
- 12155899 observations
- Configuration
- DeepSeek V4.1 Flash
- 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.
1,471
Overall · rank 10 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,464 to 1,478
- Sample
- 6378 votes
- Configuration
- DeepSeek V4.1 Flash (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.
1,481
Business, management and finance · rank 2 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,464 to 1,498
- Sample
- 1245 votes
- Configuration
- DeepSeek V4.1 Flash (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,440
Creative writing · rank 20 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,423 to 1,457
- Sample
- 1297 votes
- Configuration
- DeepSeek V4.1 Flash (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,518
Expert prompts · rank 3 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,497 to 1,538
- Sample
- 775 votes
- Configuration
- DeepSeek V4.1 Flash (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
Instruction following · rank 7 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,466 to 1,490
- Sample
- 2369 votes
- Configuration
- DeepSeek V4.1 Flash (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,477
Overall · rank 13 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,469 to 1,484
- Sample
- 6630 votes
- Configuration
- DeepSeek V4.1 Flash (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,455
Writing, literature and language · rank 15 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,440 to 1,470
- Sample
- 1679 votes
- Configuration
- DeepSeek V4.1 Flash (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.