Real-revenue cases
Jessica Baumgart launched a walking food tour in Denver in late 2017, taking guests to six local restaurants for curated tastings and selling per-seat tickets; she broke even in month three and hit $20K/month revenue about 18 months in.
01
It replaces the old behavior of tourists picking restaurants and ordering on their own, bundling where to eat, what to eat and who tells the story into one paid three-hour experience; guests rarely repeat, but steady tourist inflow into Denver keeps new demand coming.
Guests buy per-seat tickets (average price around $65) through her own site and platforms like Viator and TripAdvisor; restaurants are not revenue-shared — she pays them for the food served.
Tourists researching and choosing restaurants on their own
02
First booking came three days after the site went live (a solo guest); early tours were mostly friends and family hosted free to refine the product and gather feedback.
03
Not an AI business itself, but the playbook of locking in supply-side partners first and using review/ranking platforms for cold start transfers to AI apps: secure data or content suppliers first, then acquire early users through public review and directory platforms.
04
Revenue basis · Founder self-reported, unaudited (see source page)
The page header shows $75K/month while the text says $20K/month at 1.5 years; the two figures differ in scope and timing, so the current real revenue is unclear.
Revenue is founder self-reported and unaudited; no refund, cancellation or seasonality data.
No customer acquisition cost, per-channel conversion rates, or specific restaurant settlement terms.