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What Technical Due Diligence Finds When the Deck Says “70% Automated” — Soukaïna Abelhad

AI Engineer · Oct 13, 2026 · Engineering Insights

Technical audits reveal AI automation claims typically describe assistance, not labor elimination

“A dangerous number is not always fabricated. This is often a true measurement that leads to a conclusion that it cannot confirm.”

Soukaïna Abelhad presents a framework for auditing inflated AI automation claims, showing that figures like '70% automated' rarely mean end-to-end autonomy. Faros telemetry across 10,000 developers shows AI-heavy teams saw 98% more merge requests and 91% longer review times, suggesting AI expands workload volume rather than eliminating human labor. She introduces a definitional ladder — from AI-drafted to fully autonomous — to force precise claims during technical due diligence.

due-diligence automation-claims AI-productivity technical-audit benchmarks

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