ChatGPT Visibility Leaderboard · Updated 20 May 2026

Garden Rooms in London
- ranked by who ChatGPT actually recommends.

We asked ChatGPT three buyer-intent questions about garden rooms in London - the kind a real customer would type. Then we ranked every active GMB listing we could find by how visibly ChatGPT named them. 2 businesses audited.

The 2-business ranking

Top of list = highest ChatGPT visibility right now. Below average = your competitors are getting the leads.

  1. #1
    My Room in the Garden

    ChatGPT visibility

    30/ 100
    F
  2. #2
    London Garden Rooms

    ChatGPT visibility

    30/ 100
    F

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How the score works

ChatGPT visibility score

For each business we ran three buyer-intent queries against ChatGPT-4o: a discovery query, a comparison query, and a direct-name query. We graded each response on whether the business was named, where in the list, sentiment, and how prominently their competitors were positioned. The composite 0-100 score is the result.

Methodology details, sample ChatGPT responses, and a full per- business breakdown are available in the £99 visibility audit workbook.

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Updated 20 May 2026