Frontier AI Outscores All 12 CPAs in Mercor Accounting Study, 18 Months After Lagging

MFordFuture · x · 2026-10-03

Mercor hired 12 licensed CPAs (avg 5.5 years experience) to complete simplified APEX-Accounting tasks. Frontier models were faster and more accurate than every accountant, including the best one. Just 18 months ago, the best models scored below the accountants' 37% average. Authors caution the tasks skew toward AI strengths (detail-oriented instruction following) and exclude client communication, but argue accounting will change substantially even if model progress froze. The study also probes the trillion-dollar paradox of soaring benchmark scores with little measured productivity growth.

Related event: Mercor Study: Claude Opus 5 Outperforms Certified Accountants on APEX-Accounting(11 posts)→

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