Product Managers에게 중요한 이유
As a product manager, you need metrics that show product visibility. Recommendation Rate helps you recommendations are the highest-intent ai mentions. when ai recommends you, users are actively considering options and your brand is positioned as a viable choice.
측정 방법
Test recommendation queries for your category
Track inclusion in 'best of' and comparison responses
Monitor recommendation consistency across platforms
Compare recommendation rate vs. competitors
Product Managers를 위한 실행 항목
Test recommendation queries for your category
Track inclusion in 'best of' and comparison responses
Track how product changes impact Recommendation Rate
Use metric insights to inform product positioning
Share findings with marketing and sales teams
업계 벤치마크
Excellent: Recommended in 40%+ of relevant queries
Good: Recommended in 20-40% of queries
Average: Recommended in 10-20% of queries
Poor: Recommended in <10% of queries
Product Managers를 위한 보고 팁
Track Recommendation Rate weekly to identify trends early
Benchmark against competitors to contextualize performance
Segment by product/feature to identify winners
Track before/after for product launches
Include user feedback qualitative data
개선 전략
Create comprehensive product/service pages
Build strong review presence
Develop use case-specific content
Increase brand authority and recognition