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Real-time cart add-on recommendation system built for Zomato's CSAO Rail. A two-stage ML pipeline (FAISS + LightGBM + GRU) delivering personalised suggestions under 180ms, projecting 40% acceptance rate and ₹1.67Cr/day incremental revenue.