SaaS-Bench - Business Operations and Finance: leaderboard

Metric: Checkpoint score (%) on the business operations and finance domain, weighted-checkpoint score over the final application states, browser-use agent loop over live self-hosted SaaS apps (DOM and screenshot observations, restricted browser actions, no JavaScript or backend access), same step budget, timeout and failure cap for every model; higher is better. Source: arxiv.org. Saturation forecast: Around February 2028. 14 models tracked.

Top models

#ModelScore
1GPT-5.5 (High)36.4
2Claude Opus 4.633.2
3Claude Opus 4.731.8
4Kimi K2.630
5Gemini 3.5 Flash (High)22.7
6GPT-5.4 (High)20.6
7Claude Sonnet 4.620.5
8Qwen 3.6 Plus15.3
9DeepSeek V4 Pro13.6
10Kimi K2.513.2
11Gemini 3.1 Pro (Preview)11.2
12GLM-5.110.9
13Seed 2.0 Pro10.8
14MiniMax-M2.76.9

Interactive version: theaggregate.ai/benchmark?slug=saas-bench-business-operations-and-finance · How It Works · Data refreshed daily, snapshot 2026-10-07.