Mento benchmark: 14 AI models research startups well, but all 13 finishers rank growth worse than a headcount rule
Claude Opus 5.5 led 960 research tasks with 97.2 of 100, but every model supplied values for 9–33% of deliberately removed facts, and ranking correlations with realized growth ran from −0.16 to −0.003 against +0.06 for the heuristic.