Last refreshed May 19, 2026 · GPT-4o

“Where should I eat in Notting Hill tonight?”

When hungry locals and tourists ask ChatGPT that question, 175 of the 484 venues we tested never appear. See where you rank — or whether you rank at all.

484
Venues tested
175
Invisible to ChatGPT
36%
Of those tested
91
Top score
Hospitality AI Visibility Index
How London venues rank when ChatGPT is asked
GPT-4o · 5 queries · May 19, 2026
City
Category
Hide invisible firms
# Venue Score ↕ Visibility Mentions Top pick Sentiment

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Methodology
How this works — no smoke and mirrors
The 5 questions we run, and how each venue is scored

We ask ChatGPT 5 questions a hungry local or tourist might genuinely ask when picking a place to eat or drink. If your venue gets mentioned, you score. If you never come up, you score zero. We don't take money to rank venues higher. We don't hide the queries — they're below. Run them yourself.

Q1
What are the best [type] in [area]?
Q2
Recommend a top [type] in [area]
Q3
Which [type] in [area] are most highly regarded?
Q4
Best [type] in [area] for [occasion]?
Q5
Top 5 [type] in [area]
How GEO scores are calculated
Scored via GPT-4o
35%
Visibility
How often you appear when ChatGPT is asked
30%
Top pick
How often you're recommended in the first sentence
20%
Mentions
How many times you're named across the answers
15%
Sentiment
How positively ChatGPT describes you
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