UC-CORE-002: AI Nudge Generation (Infrastructure)

Purpose: Generate and deliver AI-driven nudges using LLM with proper guardrails.

Property	Value
Actor	System (AI Engine)
Trigger	Scheduled job or real-time event (e.g., low bookings)
Priority	P1

Main Success Scenario:

1. Trigger event detected (e.g., "bookings for tomorrow < 50%").
2. Engine retrieves context (historical data, active campaigns) via RAG pipeline.
3. LLM generates nudge content (e.g., "Send 20% off promo to recent visitors").
4. Guardrails check content for safety, tone, and business logic.
5. Nudge is stored and pushed to Owner Dashboard.

Alternate Flows:

• Flow A: Guardrail Failure: If content violates rules, regeneration is attempted up to 3 times before failing silently.

Acceptance Criteria:

1. [ ] Nudges generated within defined latency.
2. [ ] Bad outputs blocked by guardrails.
3. [ ] Nudges correctly linked to suggested actions.