FOUR E's Scientific is not being recommended in this tested buying-moment cluster.
Across the prompts tested in this run, AI is leaning on ecatalog.corning.com and other intermediaries instead of FOUR E's Scientific.
Owned citations
0%
Site readiness
52/100
Trust signals
1/6
Visibility Share %
Top external source
ecatalog.corning.com
1 citations captured
Buyer prompt analysis
How AI answers the prompts that shape buying decisions in this category.
FOUR E's Scientific is missing from this prompt.
AI answers this query without a strong brand frame, so FOUR E's Scientific never becomes the obvious choice.
FOUR E's Scientific is missing from this prompt.
Corning Incorporated and Thermo Fisher Scientific take the recommendation while FOUR E's Scientific stays out of the answer.
FOUR E's Scientific is missing from this prompt.
Thermo Fisher Scientific and Corning Incorporated take the recommendation while FOUR E's Scientific stays out of the answer.
Where AI gets its proof
0% of citations come from 4esci.com. The rest shape the answer without your input.
Authority signals
What AI checks before recommending a brand.
0 of 7 answers
0 of 7 from 4esci.com
Crawl signals open
Gap: Web mentions
Blockers
What to fix first
The shortest path to stronger recommendation share.
Give AI a page worth citing
0/7 captured citations came from 4esci.com. Right now AI still leans on ecatalog.corning.com for category proof.
Create pages AI can remember
FOUR E's Scientific 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.