[PRODUCT] Improve recommendation CTR by 25% in Q4

Product Goal

Increase click-through rate on AI recommendations from current 12% to 15% by end of Q4 2025.

Success Metrics

• CTR increases from 12% to 15%
• User engagement time increases by 20%
• Recommendation API p95 latency stays under 200ms

Key Initiatives

1. Real-time personalization based on user context
2. A/B testing framework for recommendation algorithms
3. Improved recommendation diversity to reduce fatigue
4. Better integration with mobile apps for seamless experience

Dependencies

• ai-recommendation-engine improvements
• Analytics dashboard for tracking metrics
• Mobile app offline support to maintain engagement

Stakeholders

@bob (AI team), @jean_gabriel (web), @stanhu @dmitry (mobile)