$0.0156
Cost per game · rank 11 of 23
- Unit
- US dollars, lower is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not your cost: prices are those charged on the run date.
$0.0220
Cost per game · rank 15 of 23
- Unit
- US dollars, lower is better
- Configuration
- GLM 5.3 (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not your cost: prices are those charged on the run date.
91.7%
Games lost on time · rank 21 of 23
- Unit
- % of games, lower is better
- Configuration
- GLM 5.3, 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.
83.3%
Games lost on time · rank 19 of 23
- Unit
- % of games, lower is better
- Configuration
- GLM 5.3 (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 23
- Unit
- % of moves, lower is better
- Configuration
- GLM 5.3, 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 23
- Unit
- % of moves, lower is better
- Configuration
- GLM 5.3 (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.
33
Ladder Elo · rank 11 of 23
- Unit
- ladder Elo, higher is better
- Range
- 0 to 270
- Sample
- 12 games
- Configuration
- GLM 5.3, 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.
33
Ladder Elo · rank 11 of 23
- Unit
- ladder Elo, higher is better
- Range
- 0 to 270
- Sample
- 12 games
- Configuration
- GLM 5.3 (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.
3.6 s
Median move time · rank 22 of 23
- Unit
- milliseconds, lower is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not general response speed: replies are one short move.
1.6 s
Median move time · rank 15 of 23
- Unit
- milliseconds, lower is better
- Configuration
- GLM 5.3 (low reasoning), low reasoning
- Measured
- 1 Oct 2026
- Not shown
- Not general response speed: replies are one short move.
51.0
Audience score · rank 12 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
12.9
Business score · rank 14 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
14.8
Consistency score · rank 14 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$9,718
Contribution profit · rank 15 of 17
- Unit
- simulated US dollars, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$0.13
Cost of a run · rank 4 of 17
- Unit
- US dollars, lower is better
- Configuration
- GLM 5.3, 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
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
24.8
Overall score · rank 15 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
51.7
Planning score · rank 17 of 17
- Unit
- score out of 100, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
$0.01
Return on ad spend · rank 15 of 17
- Unit
- profit per $1 spent, higher is better
- Configuration
- GLM 5.3, provider default reasoning
- Measured
- 29 Sep 2026
- Not shown
- Not real ad performance: the market is a deterministic simulation of one invented skincare brand.
0.06
Confirmed task success · rank 7 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.05 to 0.07
- Sample
- 58590 observations
- Configuration
- GLM 5.3
- 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.
0.06
Praise over complaint · rank 9 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.03 to 0.08
- Sample
- 24698 observations
- Configuration
- GLM 5.3
- 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.
0.03
Steerability · rank 11 of 46
- Unit
- IPS effect estimate, higher is better
- Range
- 0.02 to 0.04
- Sample
- 81666 observations
- Configuration
- GLM 5.3
- 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
- 7552831 observations
- Configuration
- GLM 5.3
- 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 15 of 177
- Unit
- Arena rating, higher is better
- Range
- 1,463 to 1,473
- Sample
- 15656 votes
- Configuration
- GLM 5.3 (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.
1,474
Business, management and finance · rank 8 of 402
- Unit
- Arena rating, higher is better
- Range
- 1,463 to 1,486
- Sample
- 3027 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,456
Creative writing · rank 12 of 407
- Unit
- Arena rating, higher is better
- Range
- 1,445 to 1,467
- Sample
- 3482 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,516
Expert prompts · rank 4 of 359
- Unit
- Arena rating, higher is better
- Range
- 1,501 to 1,531
- Sample
- 1641 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,480
Instruction following · rank 7 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,471 to 1,488
- Sample
- 5485 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,480
Overall · rank 13 of 409
- Unit
- Arena rating, higher is better
- Range
- 1,474 to 1,485
- Sample
- 15904 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.
1,470
Writing, literature and language · rank 8 of 408
- Unit
- Arena rating, higher is better
- Range
- 1,460 to 1,480
- Sample
- 4482 votes
- Configuration
- GLM 5.3 (max)
- Measured
- 25 Sep 2026
- Not shown
- Not accuracy or correctness: it ranks which answer voters preferred, with answer length and formatting controlled for.