The best quotes
The numbers are interesting. The quotes are extraordinary. Every restaurant reveals its personality in 15 seconds on the phone.
What we learned
Our AI voice agent calls each restaurant and asks one question: "If I popped in now, would there be much of a wait?" It sounds simple. It is not.
River Cafe and Trullo were closed between lunch and dinner. The Barbary only answers during dinner service. A single 1pm call excludes entire categories of restaurant. Next week: staggered call times.
At Trullo, staff asked for a name. The agent panicked and hung up. At The Paradise, the human said "sure, come in" and the agent kept asking. The fix was not technical. It was social: teach the AI to say "Sam" when asked for a name, and to recognise that "sure" means yes.
All seven Dishoom locations play the same IVR: walk-ins for groups under six after 6pm. The uniformity is the finding. Their walk-in policy is centralised, not left to individual managers.
Mangal 2 confirmed zero wait but our classifier marked it as failed because the call ended abruptly. Franco Manca said "Be soon" and was marked failed because the call was short. Rewriting the classifier to be more generous nearly doubled our count.
Our server saved the results, then the container restarted and the file vanished. We recovered every conversation from the ElevenLabs API and reprocessed locally. The architecture was fragile, but the data was not.
The rankings
E. Pellicci in Bethnal Green had the longest wait at 25 minutes. Noble Rot offered wine while you wait (15 min). Seven restaurants had zero wait: 40 Maltby Street, Ducksoup, Franco Manca Brixton, Lahore Kebab House, Mangal 2, The Paradise, and Tayyabs.
Noble Rot Soho and The Quality Chop House were fully booked. Cafe Cecilia had no tables. The Ivy will take walk-ins only if there are cancellations.
What is next
Week 2 runs next Saturday. Staggered call times to catch dinner-only venues. An improved agent that handles name questions. A hardened pipeline that does not depend on ephemeral storage. And every week, the dataset grows.
If there's no queue, is it even good? Find out every Saturday. See the live rankings on the homepage.