Prompt validated and normalized.

8 relevant product-pattern references selected.

Three common onboarding friction patterns are verification confusion, unclear first-step guidance, and billing uncertainty. These can increase early abandonment, delay activation, and reduce user trust.

Response passed all configured quality thresholds.

Response rendered successfully.