Know when ChatGPT mentions, recommends and cites your brand.
Measure high-intent prompts, recommendation context, cited pages and competitor answer share across a repeatable question set.
How ChatGPT actually answers buying questions
From our own benchmark: 240 answers this engine produced for brand-free buyer questions across 12 categories, alongside the other engines on the same questions.
| Answers analysed | 240 | across 12 categories |
|---|---|---|
| Answers naming at least one provider | 48% | the rest gave guidance or pointed to a directory |
| Providers named per answer | 2.80 | more than the 2.70 average across all engines measured |
| Answers carrying citations | 97% | engine average 96% |
| Citations per answer | 8.58 | counted only from markers inside the answer text |
| Answers ordered as a ranked list | 8% | a ranked list is harder to enter than an unordered one |
| Answers pointing to a directory or review site | 19% | where this is high, a directory listing is a precondition |
| Model queried | openai/gpt-5-mini | disclosed so the figures can be reproduced |
Where ChatGPT names brands, and where it stays generic
Sorted by how many providers this engine names per answer. Categories at the bottom are open ground: the engine currently answers them without naming anyone.
| Category | Answers | Name ≥1 provider | Providers / answer | Most-named by this engine |
|---|---|---|---|---|
| Project management software | 20 | 55% | 3.75 | Asana |
| Law firms | 20 | 45% | 3.45 | Regas & Dallas P.C |
| Furniture brands | 20 | 55% | 3.40 | IKEA |
| Restaurants | 20 | 55% | 3.40 | The Pink Door |
| Skincare brands | 20 | 50% | 2.80 | La Roche-Posay |
| Gyms & fitness studios | 20 | 55% | 2.75 | Planet Fitness |
| Hotels | 20 | 50% | 2.75 | Fontainebleau Miami Beach |
| Pet supplies | 20 | 50% | 2.70 | PetSafe |
| HVAC & plumbing services | 20 | 45% | 2.45 | Parker & Sons |
| Real estate agents | 20 | 45% | 2.20 | Compass |
| Electric bikes | 20 | 40% | 2.05 | Aventon |
| Dentists | 20 | 25% | 1.85 | Priority Emergency Dental Care |
What ChatGPT cites
The domains this engine cited most across the benchmark. Engines differ here more than they differ on which brands they name, which is why source work has to be planned per engine.
| Domain | Type | Citations | Categories |
|---|---|---|---|
| reddit.com | Communities (Reddit, Quora…) | 17 | 6 |
| alibaba.com | Other sites | 12 | 3 |
| ones.com | Other sites | 11 | 1 |
| theinfatuation.com | Other sites | 11 | 1 |
| planetfitness.com | Named providers' own sites | 9 | 1 |
| linkedin.com | Other sites | 8 | 3 |
| tripadvisor.com | Directories & review sites | 8 | 2 |
| ebikeoracle.com | Named providers' own sites | 8 | 1 |
| povison.com | Named providers' own sites | 8 | 1 |
| dre.colorado.gov | Research, government & universities | 8 | 1 |
Letting ChatGPT read your site
Three agents with different jobs: GPTBot gathers content, OAI-SearchBot builds the search index, ChatGPT-User fetches a page because someone just asked about it. Blocking all three with one rule is the most common way sites remove themselves from answers.
GPTBot · OAI-SearchBot · ChatGPT-User
Test your site against these agents · Read the crawler access guide
OpenAI explains that search-backed ChatGPT answers can include inline citations and a Sources panel.
OpenAI ChatGPT Search ↗What to inspect in ChatGPT.
Keep a shared core framework, then add the engine-specific evidence needed to explain differences.
A repeatable ChatGPT visibility workflow.
The goal is evidence-led improvement, not guaranteed placement.
Keep exploring
Questions about GEO for ChatGPT
Does every ChatGPT answer include citations?
No. Search-backed answers may include inline citations and a Sources panel, while other answers can rely on model knowledge without visible sources.
What should we measure beyond mentions?
Track recommendation context, cited pages, competitor answer share and the questions where your brand is absent.
Can we guarantee placement in ChatGPT?
No. No optimization method can guarantee placement. The practical goal is to improve crawlability, evidence quality and consistency, then measure outcomes over time.
How often should ChatGPT be re-measured?
Often enough to separate a real change from sampling variance. A single run is a baseline, not a trend.
Why does ChatGPT name a competitor instead of us?
Usually because the evidence it can read about them is clearer or more corroborated. That gap is what the knowledge base and content work are for.
Do results from ChatGPT transfer to other engines?
Partly. The underlying evidence is shared, but retrieval behaviour and citation formats differ, so each engine is still measured on its own.
Build a measurable ChatGPT visibility program.
Create a project, confirm your market and start measuring the questions that matter.