CollegeBatch is not being recommended in this tested buying-moment cluster.
Across the prompts tested in this run, AI is leaning on nirfindia.org and other intermediaries instead of CollegeBatch.
Owned citations
0%
Site readiness
61/100
Trust signals
4/6
Visibility Share %
Top external source
nirfindia.org
2 citations captured
Buyer prompt analysis
How AI answers the prompts that shape buying decisions in this category.
CollegeBatch is missing from this prompt.
Careers360 and Shiksha take the recommendation while CollegeBatch stays out of the answer.
CollegeBatch is missing from this prompt.
National Institutional Ranking Framework (NIRF) and Careers360 take the recommendation while CollegeBatch stays out of the answer.
CollegeBatch is missing from this prompt.
National Institutional Ranking Framework (NIRF) and Careers360 take the recommendation while CollegeBatch stays out of the answer.
Where AI gets its proof
0% of citations come from collegebatch.com. The rest shape the answer without your input.
Authority signals
What AI checks before recommending a brand.
0 of 6 answers
0 of 6 from collegebatch.com
Crawl signals open
Gap: Wikipedia
Blockers
What to fix first
The shortest path to stronger recommendation share.
Give AI a page worth citing
0/6 captured citations came from collegebatch.com. Right now AI still leans on nirfindia.org for category proof.
Create pages AI can remember
CollegeBatch 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.