Leaders don’t need another dashboard. They need proof the work moves faster, cleaner, better. Track these 3, ruthlessly: Time-to-decision  — how fast a human + AI team gets to “go.” Error rate  — defects, rework, compliance misses. Experience quality  — NPS/CSAT or equivalent for internal users. Then do the boring, winning thing: Delete one step. Automate what’s left. Reinvest the time into higher-value work. That’s how you bank the AI Dividend —without breaking trust or UX.

This will spread. Treat it like a product pattern, not a legal footnote. What to do this week: 🏷️ Add clear AI disclosure on the first message 🆘 Route crisis language to trained humans, log the handoff 🧹 Delete one step before you automate anything Why it matters: Trust is UX. Human-first guardrails bank the AI Dividend without  breaking customer experience. Your move:  What’s the one disclosure or escalation you can ship by Friday? #AI #ProductManagement #CustomerExperien