// BENCHMARK

TAU-bench Retail benchmark

AI model leaderboard for the TAU-bench Retail benchmark. Compare how large language models score on TAU-bench Retail, see the full ranking, and understand what this AI benchmark measures. Claude Opus 4 currently leads with 81.4%. Retail customer-service track of τ-bench — multi-turn agentic tool-use.

Leaderboard

# Model Organization Score Variant Source
#1 Claude Opus 4 Anthropic 81.4% reported in GLM-4.5 paper official ↗
#2 Claude Sonnet 4 Anthropic 80.5% reported in GLM-4.5 paper official ↗
#3 GLM 4.5 Zhipu AI 79.7% official ↗
#4 GLM-4.5-Air Zhipu AI 77.9% official ↗
#5 gemini-2.5-pro Google DeepMind 77% reported in GLM-4.5 paper official ↗
#6 Grok 4 xAI 76.5% reported in GLM-4.5 paper official ↗
#7 GPT-4.1 OpenAI 75.1% reported in GLM-4.5 paper official ↗
#8 Kimi K2 Moonshot 73.9% reported in GLM-4.5 paper official ↗
#9 o3 OpenAI 70.4% reported in GLM-4.5 paper official ↗
#10 gpt-oss-120b OpenAI 67.8% high reasoning official ↗
#11 MiniMax-M1-40k MiniMax 67.8% official ↗
#12 gpt-oss-120b OpenAI 67.8% high official ↗
#13 o4-mini OpenAI 65.6% reported in GLM-4.5 paper official ↗
#14 MiniMax-M1-80k MiniMax 63.5% official ↗
#15 EXAONE 4.0 (32B) LG AI Research 62.8% reasoning official ↗
#16 gpt-oss-20b OpenAI 54.8% high reasoning official ↗
#17 gpt-oss-20b OpenAI 54.8% high official ↗
#18 EXAONE 4.0 (1.2B) LG AI Research 28.1% reasoning official ↗

Frequently asked questions about TAU-bench Retail

What is the TAU-bench Retail benchmark?

Retail customer-service track of τ-bench — multi-turn agentic tool-use.

How is the TAU-bench Retail benchmark scored?

TAU-bench Retail is scored using the pass^1 (%) metric, where a higher score is better. The maximum achievable score is 100.000. GenAIList aggregates reported scores from model providers and papers into a single ranked leaderboard.

Which AI model scores highest on TAU-bench Retail?

As of the latest reported scores on GenAIList, Claude Opus 4 achieves the highest result on TAU-bench Retail with a score of 81.4%.

Is a higher TAU-bench Retail score better?

Yes. On TAU-bench Retail a higher score indicates better performance, so models near the top of the leaderboard are the strongest.