RESEARCHMarch 2026 · 11 min read
AI Product Ops Index 2026
Benchmarks from 300 product teams on where AI features create value, and where they quietly add operational drag.
Based on interviews and delivery telemetry across 300 teams, this report maps operating patterns for successful AI products: quality controls, human fallback design, evaluation cycles, and risk ownership.