AGORA - Business: leaderboard

Metric: Accuracy (%) on the 50 business, management, marketing and sales questions (358 documents), archive-grounded agentic document reasoning with verifiable numeric answers over the domain collection of Markdown workplace documents, agent in the mini-swe-agent harness (bash tool only), temperature 1.0 with reasoning effort at the maximum each model supports; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 8 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview) (High)72
2DeepSeek V4 Pro (Max)42
3GLM-5.138
4GPT-5.5 (xHigh)38
5DeepSeek V4 Flash (Max)34
6Qwen 3.5 35B A3B12
7Qwen 3.5 9B8
8Gemini 3.1 Flash Lite (High)2

Interactive version: theaggregate.ai/benchmark?slug=agora-business · How It Works · Data refreshed daily, snapshot 2026-09-29.