Ad Manager Dashboard

Phase 5 — AI-assisted decision intelligence. Structured pattern detection with advisory recommendations.

Phase 5 constraints: AI is advisory only — deterministic pattern detection, no LLM, no external API calls. Recommendations require human review. Rule drafts are always created disabled with autoExecute off. Kill switches: ADS_AI_ENABLED, AI_ACTION_RECOMMENDATIONS_ENABLED, ADS_AUTOMATION_ENABLED.