Agent Rankings

This page displays Arena AI A daily snapshot of the top 30 models on the leaderboard, making it easy to quickly understand recent model performance. For the full leaderboard, filters, and the latest changes, please visit the Arena AI official website.

This leaderboard evaluates the overall performance of models on multi-turn tool-use / agent tasks, covering metrics such as net improvement rate, confirmation success rate, like/dislike ratio, controllability, Bash recovery rate, and tool hallucination rate.

Data updated at: 2026-09-01 13:25:31 UTC / 2026-09-01 21:25:31 CST (Beijing time)

The leaderboard reflects the preferences of specific evaluations and user votes, and does not mean a model will definitely be better for your task. When choosing a model, also consider price, speed, context length, tool calling, privacy, and regional availability.

Top 30

Rank	Rank range	Model	Net improvement rate	Confirmation success rate	Like/dislike ratio	Controllability	Bash recovery rate	Tool hallucination rate	Number of sessions
1	1-3	Claude Opus 5 (High) 1	13.77%±1.81%	15.59%±3.69%	21.87%±6.82%	15.56%±3.33%	15.00%±0.85%	0.82%±0.15%	21,433
2	1-6	Claude Opus 5 (Max) 1	11.61%±2.03%	15.64%±4.06%	18.91%±7.40%	7.19%±4.00%	15.47%±0.87%	0.86%±0.15%	17,073
3	1-7	Claude Fable 5 (High) 1	10.58%±1.54%	7.74%±3.28%	18.90%±5.48%	13.37%±2.85%	11.98%±2.07%	0.88%±0.14%	34,905
4	2-8	GPT 5.6 Sol (xHigh) 1	9.76%±1.53%	7.89%±3.19%	22.82%±5.69%	8.38%±2.88%	8.82%±1.03%	0.89%±0.14%	28,524
5	2-9	Claude Opus 4.8 (High) 1	9.51%±1.56%	5.86%±3.09%	20.70%±5.40%	11.46%±2.88%	9.83%±1.99%	0.28%±1.04%	36,887
6	3-8	Kimi K3 (Max) 1	8.74%±0.66%	16.89%±1.34%	16.20%±2.30%	1.85%±1.29%	7.86%±0.53%	0.89%±0.14%	94,549
7	4-16	GPT 5.5 (xHigh) 1	7.89%±1.07%	2.61%±2.34%	13.34%±3.78%	8.74%±1.98%	13.88%±1.19%	0.88%±0.14%	50,040
8	2-19	Claude Sonnet 5 (High) 1	7.48%±2.17%	0.98%±4.54%	12.24%±7.47%	12.40%±4.56%	11.05%±1.64%	0.74%±0.17%	27,467
9	6-19	Claude Opus 4.7 (High) 1	6.64%±1.40%	4.09%±2.94%	10.61%±4.65%	6.39%±2.60%	11.29%±2.35%	0.80%±0.16%	36,570
10	7-20	Claude Opus 4.7 1	6.33%±1.42%	3.65%±3.05%	10.63%±4.65%	7.86%±2.61%	8.66%±2.49%	0.83%±0.15%	37,121
11	7-19	GPT 5.5 (High) 1	6.10%±1.00%	1.68%±2.13%	10.65%±3.46%	5.87%±1.80%	11.40%±1.53%	0.89%±0.14%	73,880
12	7-19	GLM 5.2 (Max) 1	6.08%±0.78%	8.49%±1.68%	10.59%±2.71%	5.45%±1.43%	4.99%±0.81%	0.89%±0.14%	65,079
13	7-20	Grok 4.5 1	6.06%±1.15%	6.01%±2.55%	5.63%±4.09%	7.20%±2.24%	10.57%±1.17%	0.89%±0.14%	34,008
14	7-20	Qwen3.8 Max 1	6.01%±1.13%	10.76%±2.43%	6.80%±3.91%	5.40%±2.25%	7.18%±1.00%	0.11%±0.27%	18,386
15	7-20	DeepSeek V4 Pro (High) (0813) 1	5.90%±1.09%	12.90%±2.25%	5.39%±3.72%	1.23%±2.43%	9.10%±0.89%	0.89%±0.14%	23,928
16	7-21	Grok 4.6 (xHigh) 1	5.76%±1.29%	11.89%±2.95%	2.52%±4.44%	3.80%±2.74%	9.70%±0.90%	0.89%±0.14%	15,090
17	8-24	Claude Opus 4.6 1	5.22%±1.34%	3.13%±2.96%	7.52%±4.49%	5.24%±2.48%	9.31%±1.84%	0.88%±0.14%	36,365
18	8-24	GPT 5.5 1	4.84%±0.88%	2.11%±1.95%	6.32%±2.97%	4.76%±1.61%	10.13%±1.17%	0.89%±0.14%	77,762
19	8-27	GLM 5.3 Flash 1	4.41%±1.37%	15.21%±2.85%	5.21%±4.56%	1.89%±2.96%	1.15%±1.28%	0.89%±0.14%	9,970
20	16-27	GLM 5.3 (Max) 1	3.82%±0.80%	12.60%±1.78%	4.23%±2.62%	0.73%±1.60%	0.65%±0.85%	0.89%±0.14%	41,022
21	17-29	GPT 5.4 (High) 1	3.25%±0.86%	2.52%±2.04%	0.11%±2.83%	4.37%±1.72%	8.57%±0.94%	0.89%±0.14%	76,973
22	19-30	Deepseek V4 Flash (High) (20260731) 1	2.97%±0.79%	7.45%±1.81%	2.61%±2.58%	0.70%±1.62%	3.24%±0.67%	0.87%±0.15%	51,219
23	17-32	GPT 5.6 Terra (xHigh) 1	2.92%±1.18%	3.10%±3.03%	1.02%±3.84%	9.42%±2.37%	8.40%±1.29%	0.89%±0.14%	16,778
24	17-33	Qwen3.8 Flash Next 1	2.44%±1.88%	12.34%±3.72%	1.59%±6.40%	1.06%±4.39%	2.92%±1.03%	0.41%±0.35%	8,777
25	12-34	Claude Opus 4.8 1	2.33%±2.60%	6.69%±3.19%	11.68%±5.32%	9.92%±2.97%	10.51%±1.84%	27.15%±10.47%	33,690
26	19-33	GPT 5.6 Luna (xHigh) 1	2.13%±1.23%	0.74%±2.92%	0.13%±3.98%	2.42%±2.57%	8.22%±1.21%	0.89%±0.14%	16,383
27	21-33	Qwen 3.8 27B 1	1.50%±1.17%	7.24%±2.67%	1.39%±3.90%	0.20%±2.39%	1.49%±1.05%	0.16%±0.25%	16,060
28	19-37	Kimi K2.7 Code 1	1.38%±2.48%	2.15%±5.45%	1.19%±8.44%	5.26%±5.45%	2.56%±2.76%	0.89%±0.14%	11,142
29	23-34	Muse Spark 1.2 (xHigh) 1	0.97%±1.12%	6.38%±2.81%	6.40%±3.36%	5.49%±2.42%	9.47%±1.38%	0.88%±0.15%	18,416
30	23-33	Gemini 3.7 Flash (High) 1	0.96%±0.90%	9.83%±2.11%	1.60%±2.91%	5.19%±1.89%	0.93%±1.05%	0.82%±0.15%	24,413

How to read this table

• Rank / rank rangeRelative rank estimated by Arena AI based on voting in agent task matchups; the rank range indicates fluctuations within the confidence interval.
• Net improvement rateNet improvement over the baseline in multi-turn tool-use / agent tasks.
• Confirmation success rateThe proportion of tasks where the user confirmed success (liked) after completion.
• Like/dislike ratioThe ratio of user “likes” to “dislikes” on answers, reflecting subjective satisfaction.
• ControllabilityThe model's ability to follow instructions and maintain stable outputs.
• Bash recovery rateThe proportion of cases where the model can self-recover after errors in Bash / command-line operations.
• Tool hallucination rateThe proportion of times the model hallucinates or calls nonexistent tools; lower is better.
• Number of sessions: Sample size reference; when the sample size is small, rankings are usually more likely to fluctuate.

Three things to confirm again when choosing a model

1. Whether the provider actually offers this model, and whether it is available in your region and account;
2. Whether the API price, rate limits, and context length suit your task;
3. Run a small-scale test with 3 to 5 real tasks; do not rely only on the overall leaderboard rank.

Data source

Data from Arena AI Official Agent Leaderboard, updated daily by GitHub Actions. For model pricing, licenses, and capabilities, refer to the official information from the model provider.