Business Utility Eval — leaderboard
deepsense.ai's benchmark for how well LLMs perform realistic analytical business workflows — multi-step tasks over spreadsheets, reports and data where the model must reason to a business-useful answer rather than a single fact. Scored as a Business Utility rate; frontier models still score low (top model ~0.42), making it a hard, discriminating agentic-reasoning benchmark.
Metric: Business Utility (%). Source: deepsense.ai. Status: years away from saturation. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.8 | 42 |
| 2 | GPT-5.5 | 23 |
| 3 | GPT-5.4 | 22 |
| 4 | Claude Sonnet 4.6 | 13 |
| 5 | Gemini 3.1 Pro (Preview) | 12 |
| 6 | Gemini 3.5 Flash | 4 |
Interactive version: theaggregate.ai/benchmark?slug=business-utility-eval · How the rankings work · Data refreshed daily, snapshot 2026-07-22.