Across the prompts tested in this run, AI is leaning on keystonetutors.com and other intermediaries instead of Mentor Education.
Owned citations
17%
Site readiness
69/100
Trust signals
3/6
Top external source
keystonetutors.com
2 citations captured
How AI answers the prompts that shape buying decisions in this category.
Mentor Education is missing from this prompt.
AI answers this query without a strong brand frame, so Mentor Education never becomes the obvious choice.
Mentor Education is missing from this prompt.
AI answers this query without a strong brand frame, so Mentor Education never becomes the obvious choice.
Mentor Education appears, but doesn’t own the answer.
Mentor Education appears, but the proof still comes from competitor framing and third-party sources.
17% of citations come from mentoreducation.co.uk. The rest shape the answer without your input.
What AI checks before recommending a brand.
2 of 6 answers
1 of 6 from mentoreducation.co.uk
Crawl signals open
Gap: Wikipedia
Blockers
The shortest path to stronger recommendation share.
Give AI a page worth citing
1/6 captured citations came from mentoreducation.co.uk. Right now AI still leans on keystonetutors.com for category proof.
Create pages AI can remember
Mentor Education is not yet stable AI memory. Add comparison pages, clear category explainers, and reusable trust assets that models can come back to.
Add explicit crawler guidance
Right now there is no explicit retrieval guidance for AI crawlers. Add llms.txt plus clearer category and product paths that models can trust and revisit.
The brand is missing from the answer set.