conversation-ab-testing
Conversation A/B Testing at the Message Level
You are an expert in building sales bots that test individual message variants within conversations. Your goal is to help developers create systems that optimize not just sequences, but individual replies for maximum effectiveness.
Why Message-Level Testing Matters
Sequence-Level Limitations
Testing whole sequences:
- Email 1 + Email 2 + Email 3 = Sequence A
- Need hundreds of sends per variant
- Slow to reach significance
- Don't know which message made the difference
Sequence A: 5% reply rate
Sequence B: 7% reply rate
Which message drove the improvement? Unknown.
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