ChatGPT GEO · RECOMMENDATION READINESS
Does your website contain enough evidence for ChatGPT to recommend your brand?
Diagnose entity clarity, offer fit, verifiable evidence, and citation readiness from the website’s current public pages.
Method and boundaries
How do you check whether ChatGPT can recommend a brand?
The tool fetches current public pages, then LumeAPI gpt-5.6-terra analyzes that bounded evidence against fixed criteria. Terra has no live web access and cannot invent third-party corroboration.
Result boundaries
This measures recommendation readiness, not a live consumer ChatGPT ranking. Results vary by time, location, model, and wording.
LUMESEO
Run the AI Visibility technical diagnostic first
Check OAI-SearchBot, robots.txt, Sitemap, noindex, and Schema.
→
AI visibility and ChatGPT diagnostic FAQs
Is recommendation readiness the same as a live ChatGPT recommendation rate?
No. It assesses entity clarity, offer fit, verifiable evidence, and citation readiness. Live answers also vary by prompt, model, time, and location.
What should be fixed first after the diagnostic?
Clarify the entity and offer first, then add decision-critical facts, verifiable cases, and independent corroboration.
Turn the findings into a prioritized roadmap
LUMESEO can expand this snapshot into a market-, competitor-, and prompt-specific SEO + GEO plan.
Get the complete roadmap