Winners Built With RAG

A declarative travel planner that starts from a mood rather than a destination list, say wanting to kayak on a quiet lake, and builds an itinerary from it. It reads across popular spots, hour-by-hour crowd data and reviews, then orders stops to dodge the busy hours. Change your mind mid-chat and it recomputes on the spot.

An agent aimed at the paperwork load on social workers. It fills a client's assessment items from an interview transcript, then searches a custom RAG index of support programmes in Yamagata Prefecture and lists fitting ones as tasks. A plain UI works where paper and digital coexist, returning time to face-to-face support.

By Texas grocer HEB: intelligently builds customer-specific shopping lists from events, lifestyle, budget and brand preferences, aligned with store inventory.

For UK broadcaster ITV's streaming service ITVX: an AI chatbot that recommends content matched to each viewer's unique taste.