CRMArena: leaderboard

CRM task performance using the ReAct protocol across nine Salesforce workflows. The overall is the primary paper’s reported task mean; native and prompt-based function calling and Act are separate protocol boards with preserved checkpoint identities.

Metric: Mean task score (%). Source: huggingface.co. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1O1 (2024-12-17)57.7#149
2GPT-4o (2024-08-06)38.2#336
3DeepSeek R135.1#251
4Claude 3.5 Sonnet (20240620)34.3#299
5Llama 3.1 405B Instruct33.8#457
6GPT-4o Mini28.3#599
7Llama 3.1 70B Instruct27.8#561
8Claude 3 Sonnet (20240229)17.3#677
9Llama 3.1 8B Instruct3.1#1035

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=crmarena · How It Works · Data refreshed daily, snapshot 2026-10-20.