Case study · Live proof
How Fozias went from invisible to #1 on ChatGPT in 90 days
Fozias is a Pakistani and Kashmiri restaurant in Liverpool — halal, alcohol-free, and family-run. In January 2026 its AI visibility score on GetVisus was 23 out of 100: strong on Google reviews, but nearly invisible to generative engines. Ninety days later: 80/100. And in June 2026, a live incognito ChatGPT search for the best Pakistani restaurant in Liverpool returned Fozias as the #1 recommendation.
The live ChatGPT result
✓ Live test — incognito — June 2026
Query: "Best Pakistani restaurant in Liverpool"
ChatGPT response: "Fozias @ The Grand Central is probably the strongest recommendation for traditional Pakistani and Kashmiri home-style cooking. They serve dishes like karahi, haleem, and nihari. It's family-run and located on Renshaw Street."
ChatGPT named Fozias #1 — unprompted, in an incognito session, with no brand input.
What made this particularly useful was that ChatGPT explained its own reasoning. It cited four sources when making recommendations in this category:
- Business listings and review data for restaurants explicitly categorised as Pakistani
- Restaurant websites and menus to confirm the food is genuinely Pakistani or Kashmiri
- Local community recommendations from Reddit and forums
- Location relevance, prioritising places within Liverpool rather than broader Merseyside
Those four sources map exactly to the four signal areas GetVisus measures: entity clarity, structural signals, corroboration, and answer-ready content. ChatGPT described its own scoring system — and it matches ours.
The starting point
Fozias serves authentic cuisine from 35 Renshaw Street, inside the Grand Central building in Liverpool city centre. Busy dining room, five-star Google reviews, genuine word-of-mouth — exactly the profile that should surface when someone asks an AI for "halal restaurant Liverpool" or "Kashmiri food near me."
Yet the first audit told a different story. The site had no meaningful schema, no llms.txt, and content written in marketing tone rather than extractable facts AI systems can quote. No sameAs links. Schema that existed was a generic LocalBusiness blob — not a specific Restaurant type with cuisine, hours, and review objects.
When we probed Gemini with the live domain, the entity state for fozias.co.uk came back "Unknown" — the digital equivalent of the model having no reliable file on the business.
What we changed
Week 1 — Schema markup
Replaced generic LocalBusiness markup with a full Restaurant schema graph: servesCuisine (Pakistani, Kashmiri), structured opening hours, geo coordinates, and a real AggregateRating — 4.8 stars across 127 reviews — with links to third-party press coverage.
Week 2 — Content structure
Rewrote key blocks so every sentence carried something a model could verify or quote. Instead of "passionate team" and "amazing experience": Fozias is Liverpool's dedicated Kashmiri restaurant, serving authentic halal cuisine at The Grand Central on Renshaw Street, with dine-in and takeaway, open seven days.
Week 3 — Entity building
Added sameAs URLs to Instagram, Facebook, and major UK listings. Published an llms.txt at the site root. Audited NAP consistency so schema, visible HTML, and footer matched exactly.
Week 4 — Citation building
Completed profiles on Yell, Yelp UK, and TripAdvisor. Fully optimised Google Business Profile: correct primary category, halal and family-friendly attributes, 10+ high-quality photos. Consistent corroboration that Perplexity and ChatGPT could cross-check.
The results
- ChatGPT — #1 recommendation for Pakistani food in Liverpool (live June 2026 test)
- Perplexity — cites Fozias first for Kashmiri restaurant queries in Liverpool
- Gemini — moved from "Unknown" to "Known" for the domain entity check
- GetVisus score — 23 to 80 in roughly 90 days
The single highest-impact change was moving from vague LocalBusiness JSON-LD to a specific Restaurant schema with real AggregateRating and press links — worth about 12 points on the score before any off-site work compounded.
What this means for your business
AI search is not a 2027 problem. It is happening today. The businesses that treat GEO as seriously as SEO — schema, entity clarity, citations — are earning shelf space in those answers. Most of this is technical and editorial work, not a seven-figure ad buy. Ninety days is enough time if you know exactly what to fix. That is what GetVisus is built to surface.
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