Retrieval eligibility
Check robots directives, OAI-SearchBot access, canonical URLs, server-rendered content and whether important product information is publicly retrievable.
CHATGPT SEARCH VISIBILITY
ChatGPT visibility is not one ranking. Growthract separates technical eligibility, brand mentions, source citations, answer accuracy and competitor presence so you can see what was actually observed.
Access
OpenAI says public sites can appear in ChatGPT search and recommends allowing OAI-SearchBot when you want content discoverable, surfaced, cited and linked.
Optimization focus
Accessible public pages, clear entity information, useful answers and commercially relevant pages that directly satisfy the questions buyers ask.
Evidence boundary
Crawler access creates eligibility for discovery. It does not guarantee that ChatGPT will mention or cite a page.
AUDIT
Check robots directives, OAI-SearchBot access, canonical URLs, server-rendered content and whether important product information is publicly retrievable.
Check whether company, product, audience, category and offer are described consistently enough to reduce ambiguity.
Inspect whether commercially important pages answer the specific questions a buyer could ask ChatGPT instead of relying on generic marketing copy.
Track real captured responses separately from simulated analysis, including mentions, citations, accuracy and competitor presence.
MEASUREMENT
Brand mention rate across a fixed prompt set
Direct source citations and cited URLs
Answer accuracy when the brand is mentioned
Competitor presence against the same prompts
Observed evidence kept separate from simulations
EVIDENCE
How access, relevance, entity clarity and evidence affect citation readiness.
Read evidence →A measurement framework that keeps mentions, citations and competitors separate.
Read evidence →Why simulated answers should never be reported as observed ChatGPT evidence.
Read evidence →No. Allowing retrieval can make public content eligible for discovery, but it does not guarantee that ChatGPT will mention, use or cite a page.
Use a fixed relevant prompt set and track brand mentions, source citations, answer accuracy and competitor presence separately over time.
No. Simulated analysis and captured observations are different evidence classes and should be labelled separately.
Start with observable evidence. Then fix the retrieval, entity, content and measurement gaps behind it.
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