Elevator pitch Real-time PNR lookup and AI-powered waitlist-to-confirmation prediction for Indian Railways bookings.
Industry Travel & Transportation — Rail Booking
Problem
- Passengers manually refresh PNR status without confirmation probability insights.
- Waitlist positions lack predictive conversion rates before journey date.
Solution
- Instant PNR status retrieval with passenger details and seat allocation.
- ML-driven waitlist rank-to-confirmation probability based on historical trends.
Tools
irctc-pnr-lookup: Fetch PNR status, passenger names, coach/seat details (returns JSON).waitlist-predictor: Analyze rank, train class, route; return confirmation likelihood %.notification-scheduler: Alert user on status change or prediction threshold breach.historical-data-aggregator: Collect anonymized waitlist conversion patterns by route/class.
Widgets
/pnr-dashboard: Live PNR status card with passenger list and seat map./waitlist-forecast: Probability gauge and predicted confirmation date range.
Conversation starters
- "What's my current PNR status and how likely is my waitlist to confirm?"
- "Show me historical confirmation rates for waitlisted passengers on this route."