Watch Time Optimization Audit

Audit my content for watch time optimization:

Recent video data:
{{video_data}}

Average retention: {{avg_retention}}
Benchmark: {{benchmark}}

Analyze and optimize:

**Opening Analysis (0-30 seconds)**
- Hook effectiveness
- Promise clarity
- Early drop-off causes

**Middle Section Analysis**
- Pacing patterns
- Interest maintenance
- Pattern interrupt frequency

**Ending Analysis**
- When viewers leave
- End screen performance
- CTA effectiveness

**Content-Wide Patterns**
- Best performing segments
- Consistent drop-off points
- Length optimization

**Structural Recommendations**
- Hook improvements
- Pacing adjustments
- Content ordering changes
- Length recommendations

**A/B Testing Plan**
Experiments to run for validation