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MVP

WaitlistAI

WaitlistAI is a restaurant-floor MVP. Harbour & Haven Bistro in Wellington sees Tonight’s Overview while service is live: 82% occupancy, queue of 0, 34 covers. Quick jumps go to Queue, Floor, and Bookings. Venue metrics flag Healthy or Watch — occupancy, active waitlist, 18-minute average wait with ±3m AI confidence, and 34 reservations today.

AI/MLMobileSaaS2 weeks

Key Highlight

Live occupancy, queue, and AI wait times on one floor screen

Challenge

Hosts bounce between a waitlist clipboard, a booking diary, and a gut feel for how long the next party will stand. The first version had to show the floor as it is tonight, not a reporting pack for next week.

Approach

We put live service on the home screen: occupancy, queue, covers, then the four numbers the host actually uses. Average wait carries an AI confidence band so staff can quote a time without inventing one. Queue, Floor, Bookings, and Insights sit in the tab bar for the next slice of the product.

Outcomes

  • Live service overview with occupancy, queue, and covers
  • Venue metrics with Healthy / Watch states and AI confidence on average wait
  • Queue, Floor, Bookings, and Insights ready for the next hospitality slice

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