Manual 30-minute audit: is your brand recommended by ChatGPT?
10/04/2026 — 10/04, 15:14·1 sources·1 reports
Story overview
On October 4, 2026, DEV Community published a post titled "A 30-minute manual audit: does ChatGPT recommend your brand?" It describes a manual audit process that lets a brand check, in roughly 30 minutes, whether it appears in the recommendation answers produced by ChatGPT, Perplexity, or Gemini. According to the post, the only tools required are a spreadsheet and a few AI assistants.
The post frames the audit around a shift in user behavior: more people skip the search results page entirely, open ChatGPT, Perplexity, or Gemini, type a question such as "what's the best invoicing tool for freelancers?", and then pick one of the two or three names the answer provides. If a brand is not one of those names, the post says, it never even enters the race. As for how to begin, the process starts by collecting the questions real customers would ask, then using those AI assistants to check, one by one, whether the brand shows up in the answers. The post does not include specific audit results or say how many brands took part.
AI-generated from 1 reports · updated 2 hours ago
Latest turnA manual audit lets brands check in about 30 minutes whether they appear in recommendations from ChatGPT, Perplexity or Gemini, using only a spreadsheet and a few AI assistants. More users now skip the search results page and pick a name straight from an AI answer, so being absent from those answers means missing the race. The method starts by writing down the questions customers actually ask.
Reports on this story headlines open the original
A manual audit lets brands check in about 30 minutes whether they appear in recommendations from ChatGPT, Perplexity or Gemini, using only a spreadsheet and a few AI assistants. More users now skip the search results page and pick a name straight from an AI answer, so being absent from those answers means missing the race. The method starts by writing down the questions customers actually ask.
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