Expert Consulting Deep Research: leaderboard

Metric: Strict Verifier-Rubric Score (0-100): 0.5 x verifier pass rate plus 0.5 x the five-criterion SME rubric mean rescaled to 100, zeroed when any criterion scores 0; 70 SME-authored management-consulting prompts with 2-4 input files and embedded cognitive traps; one attempt per prompt. Source: arxiv.org. Saturation forecast: Around December 2027. 3 models tracked.

Top models

#ModelScore
1Claude Opus 4.638.5

Interactive version: theaggregate.ai/benchmark?slug=expert-consulting-deep-research · How It Works · Data refreshed daily, snapshot 2026-09-26.