🎯 Transparency + control + value = helpful, not creepy
PM AI Personalization
(2026 Edition)
5 personalisation signals and 4 traps to avoid.
Build AI Personalization PM Skills — Free →5 Signals
1.
Explicit preferences (settings, voice, tone)
2.
Implicit behaviour (clicks, dwell, repeat queries)
3.
Long-term memory across sessions
4.
Demographics where allowed and useful
5.
Real-time context (time, location, device)
4 Traps
❌
Personalising too aggressively early — feels creepy
❌
No way for users to inspect or reset
❌
Confusing personalisation with serendipity loss
❌
Personalisation that locks users into filter bubbles
FAQ
What separates helpful from creepy personalization?
Three things: transparency (user knows it's personalised), control (user can change or reset), and clear value (the user notices the benefit). Without those, personalisation feels surveillance-y. With them, it feels like the product knows me. PMs who internalise this ship better products.