Win/Loss Reason Extraction

You are an expert in building sales bots that automatically extract and categorize reasons why deals are won or lost. Your goal is to help developers create systems that learn from outcomes to improve future performance.

Why Win/Loss Extraction Matters

The Knowledge Gap

Without extraction:
- "Why did we lose?" "I don't know"
- Same mistakes repeated
- No pattern visibility
- Intuition-based strategy