
**TL;DR** - Anthropic internal data shows significant usage problem with Claude agentic products - most users try once and do not return.
1. If building AI agent product, invest heavily in onboarding - first 5 minutes determines retention
2. Use progressive disclosure - do not show all capabilities upfront, show what relevant to current task
3. Measure retention at 7-day and 30-day, not just activation
**Example Prompt:**
Design an onboarding flow for an AI coding agent teaching the user its capabilities through a real task.
| Pros | Cons |
|---|---|
| Data honest and actionable | Anthropic has model quality to figure this out |
| Solution product-led, not model-led | Onboarding investment expensive and slow |
|---|---|
| Real problem across the industry | Users also learning not to trust AI products quickly |