1. Predictive Churn Modeling
AI can flag customers at high risk of leaving before they churn.
How we work:
- Train ML models on historical data (usage drop, complaints, late payments, location change, etc.).
- Score every user daily/weekly with a “Churn Risk” score.
📊 Example: A user’s data usage dropped 40%, payment was 10 days late, and they contacted support twice = high churn risk.
🎯 2. Hyper-Personalized Retention Offers
Once you know who is at risk, AI decides what to offer and how to deliver it.
AI decides:
- What plan fits the user’s recent behavior?
- Do they need a billing waiver, data top-up, or Netflix freebie?
- Should it be sent via SMS, WhatsApp, or agent call?
🎁 Example: “Hey Raj, we noticed you’ve been using less data. Try our ₹399 plan with 30GB + Amazon Prime free!”
🗣️ 3. Sentiment Analysis on CRM & Social
AI can analyze:
- Call center transcripts
- Chatbot conversations
- Social media (Twitter, forums)
To detect negative sentiment early and escalate to retention teams.
🔍 Example: A tweet like “I’ve had it with this network!” can trigger a personalized retention callback.
📱 4. Proactive Plan Optimization
AI can detect when a user is overpaying or underutilizing their plan.
- If someone on a ₹999 plan uses only 10GB/month, AI can suggest ₹499 or ₹699 plans.
- Builds trust by showing the brand is looking out for them.
⚖️ It’s better to downgrade a user than lose them completely.
🧠 5. AI-Driven Loyalty and Upsell Programs
Reward loyal postpaid users based on their behavior:
- Monthly usage streaks
- Low complaint ratio
- Tenure on the network
AI can personalize:
- Points-based rewards
- Early access to 5G
- Priority support tiers
Builds emotional stickiness — harder to leave a brand that feels personal.
📶 6. Network Experience Prediction
Use AI to map where users experience network issues — especially roaming or travel-based churn.
- Monitor device-level data (with consent)
- Predict areas of poor experience
- Trigger proactive service messages or roam-like-home offers
📞 7. Smart Call Center Routing
Route high-risk postpaid users to senior agents, not basic IVRs.
- AI scans the CRM data and urgency level
- Ensures fast, human, empathetic support
Quick, quality customer support = churn control weapon.
📊 8. Real-Time Dashboards for Retention Teams
Give zonal teams a live view of:
- Which clusters have rising churn
- What plans are leaking most
- Which agents are best at saving customers
Helps in rapid decision-making and campaign targeting.
🔄 9. Post-Churn Win-Back Campaigns
Use AI to:
- Analyze why a customer left
- Predict the chance of winning them back
- Send timed, personalized win-back offers (e.g., “come back in 30 days and get 50% off for 3 months!”)
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