New: Agent Index for knowledge work is live.Explore the index ↗

Best LLMs for bookings and customer service

τ²-bench

τ²-bench evaluates conversational agents completing customer-service tasks in airline, retail, and telecom environments. Agents use tools, follow policies, and coordinate with a simulated user who can also act. Scores here are overall pass@1 from the Standard leaderboard, using GPT-5.2 as the user simulator. Custom, legacy, voice, and banking evaluations are separate.

Updated: Data as of:
Limited reportingNot saturated
Official benchmark
τ²-bench results. Each row identifies its benchmark version and evaluation track. Scores from different versions are not directly comparable. Best effort from the latest stored report date per model and version.
Model / creatorVersionReported score
Qwen3.5-397B-A17BQwen · Open source / open weightsStandard · Overall87.9%
Claude Opus 4.5Anthropic · ProprietaryStandard · Overall85.3%
GPT-5.2OpenAI · ProprietaryStandard · Overall84.8%
Gemini 3 FlashGoogle · ProprietaryStandard · Overall83.5%
Gemini 3 ProGoogle · ProprietaryStandard · Overall82.5%
GLM-5Z.ai · Open source / open weightsStandard · Overall81%
Claude Sonnet 4.5Anthropic · ProprietaryStandard · Overall76.4%
View all 8 published reports
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: enabled · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: high · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
GPT-5.284.8%
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: high · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: high · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: high · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: enabled · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: enabled · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗
GPT-5.261.6%
Standard · Overall

benchmark: tau2 · domains: retail, airline, telecom · metric: pass^1 · reasoning: none · selection: Standard checked; Custom and Legacy unchecked; Overall tab. Do not merge with banking, voice, legacy or custom results. · submitting organization: Sierra · track: Standard · user simulator: gpt-5.2

Sierra ↗