We put real buyer questions to AI — "best X near me", "who does Y in Z" — and record exactly what comes back: quoted, dated, and honest about what varies between runs. Every report celebrates the independent businesses AI names. It never names and shames the ones it misses.
Six real buyer questions about Newcastle's independent bike shops, put to Claude cold and checked against live AI-search evidence. A genuinely thriving cluster in Byker and on the Quayside — and one shop, on Scotswood Road, still listed as trading roughly twelve years after it closed.
Six real buyer questions about Nottingham's comic shops, put to Claude cold and checked against live AI-search evidence. Of eight names that surface for "best comic shops in Nottingham", one closed its public storefront in 2019 and four more turn out to be real shops in Huntingdon, Rugeley, Birmingham, Glasgow and London — nowhere near Nottingham at all.
Six real buyer questions about Glasgow's craft breweries, put to Claude cold and checked against live AI-search evidence. The sharpest finding: a BrewDog bar and Innis & Gunn's West End taproom, two of the most commonly recommended venues, both closed in March 2026 — after our own training cutoff, and some guides still haven't caught up.
Six real buyer questions about Cardiff's independent florists, put to Claude cold and checked against live AI-search evidence. A genuine local scene going back to a Victorian market — sitting in the same results as nationwide letterbox-delivery brands with no Cardiff shop at all.
Six real buyer questions about York's independent butchers, put to Claude cold and checked against live AI-search evidence. Real independents held up well — but a first search blurred York, UK with three American towns of the same name, and later results quietly folded in good butchers up to 30 miles outside the city.
Six real buyer questions about Manchester's artisan bakeries, put to Claude cold and checked against live AI-search evidence. A brilliant genuine indie scene — and a sharper finding: a 185-branch, private-equity-owned chain sits undifferentiated alongside the city's one-person sourdough operations in the same bakery guides.
Six real buyer questions about Edinburgh's independent bookshops, put to Claude cold and checked against live AI-search evidence. A strong genuine indie scene — and a sharper finding: current bookshop guides still call Blackwell's "independent", four years after Waterstones bought it.
Six real buyer questions about Sheffield's emergency electricians, put to Claude cold and checked against live AI-search evidence. The plainest question returned zero named independents — only directories, a national network, and a plumbing company's auto-generated electrician page.
Six real buyer questions about Bath's wedding photographers, put to Claude cold and checked against live AI-search evidence. A strong independent scene, named and celebrated — and a striking mix-up where an unqualified search returned photographers in the wrong country.
Six real buyer questions about Leeds' wood-fired pizza scene, put to Claude cold and checked against live AI-search evidence. Genuine independents, named and celebrated — and a live "best of" answer where half the addresses turned out to be stale.
Six real buyer questions about Bristol's independent coffee roasters, put to Claude cold and checked against live AI-search evidence. Eight real roasters, named and celebrated — and one honest mix-up about who actually roasts the coffee.
Six real buyer questions about Brighton's independent record shops, put to Claude cold and checked against live AI-search evidence. Nine real shops, named and celebrated — and one clean, honest gap in how AI keeps up with what's new.