MBA-Bench - Competitive Advantage: leaderboard

Metric: Competitive Advantage rating (1-4; differentiation of the idea, scored by an InternVL2.5-78B MLLM judge over five business ideas for each of three questions per test image on the MBA-Bench multimodal business-ideation test set). Source: arxiv.org. Saturation forecast: Around July 2028. 16 models tracked.

Top models

#ModelScore
1GPT-53.27
2Claude Sonnet 4.63.24
3Gemini 3.1 Pro (Preview)3.01
4Gemini 3.5 Flash3.01
5Gemini 3.6 Flash3.01
6GPT-5 Mini3
7Qwen 2.5 VL 32B Instruct2.96
8GPT-4o2.79
9Qwen 2.5 VL 7B Instruct2.62

Interactive version: theaggregate.ai/benchmark?slug=mba-bench-competitive-advantage · How It Works · Data refreshed daily, snapshot 2026-09-26.