Development of AI Win-Back Autocall System
Win-back calling targets inactive customers: discovers why they left, offers personalized return incentive, records feedback. Conversion to return: 5–15% depending on industry.
Customer Segmentation for Win-Back
- Recent churned (0–30 days): high priority
- Medium churned (31–90 days): recoverable
- Long churned (91–180 days): harder, needs strong offer
- High-value VIP: maximum priority
Personalized Win-Back Script
Recent churned:
"Hi {name}, we noticed you haven't been with us recently.
Was everything okay with our service?
{personalized_issue_if_known}
We prepared special offer for you: {offer}"
High-value:
"{name}, you were one of our best customers.
It's important we understand what happened.
Our manager wants to discuss personalized offer — connecting!"
Churn Reason Detection
Patterns for:
- Price: "expensive", "cheaper", "competitor"
- Quality: "poor quality", "defective"
- Service: "bad service", "rude", "slow response"
Personalized Offer
Based on historical purchases:
- High value customers: 20% discount + free shipping
- Product-specific: special price on last category
- Generic: 15% promo code
Timeline: win-back bot with basic scenario — 2–3 weeks. With segmentation and personalization — 1.5 months.