📊 Honest ROI is usually 30–60% of headline claims
PM AI ROI Measurement
(2026 Edition)
5 ROI metrics and 4 traps for AI product PMs.
Build AI ROI PM Skills — Free →5 Metrics
1.
Hours saved per user per week
2.
Deflection rate (tickets, calls auto-resolved)
3.
Revenue lift attributable to AI features
4.
Cost saved on labour or vendor tools
5.
Quality lift (NPS, error rate, throughput)
4 Traps
❌
Self-reported time savings inflate claims 2–3x
❌
Counting features used, not outcomes delivered
❌
Ignoring AI cost in ROI math
❌
No baseline — can't prove the AI moved the needle
FAQ
Why do AI ROI claims often look exaggerated?
Because vendors and PMs measure self-reported time savings, which inflate 2–3x over actual measured savings. Robust ROI requires before/after measurement, control groups, and counting the AI cost on the negative side. Honest ROI is usually 30–60% of headline claims.