VitaBench: leaderboard

66-tool agent benchmark across food delivery, retail, and travel domains with 100 cross-scenario and 300 single-scenario tasks. Even the best model reaches only 62% on single-scenario and 32.5% on cross-scenario.

Metric: Cross-Scenario Avg@4 (%). Source: vitabench.github.io. Saturation forecast: Around August 2028. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (High)32.5#99 (Gemini 3 Flash)
2Gemini 3 Pro (High)31.5#80 (Gemini 3 Pro)
3Gemini 3 Pro (Low)30#80 (Gemini 3 Pro)
4LongCat-Flash-Thinking-260129.3#229
5Claude Opus 4.528.5#83
6O3 (High)26.3#124 (O3)
7GPT-5.2 (xHigh)24.3#110 (GPT-5.2)
8DeepSeek V3.224#205
9Claude Sonnet 4.523.5#142
10LongCat-Flash-Chat22.8#331
11O4 Mini (High)19.5#180 (O4 Mini)
12GLM-4.718.3#192
13Qwen 3 235B A22B 2507 (Thinking)14.5#260 (Qwen 3 235B A22B 2507)
14Qwen 3 Max14.3#208
15Seed 1.813.8#139

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

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