Does Research Content Get Cited by AI?
Watch how to choose research topics around buyer decisions, maintain accessible evidence, and measure production effort separately from AI citations.
Focused articles on AI visibility, SEO, and sustainable growth for life sciences companies.
Watch how to choose research topics around buyer decisions, maintain accessible evidence, and measure production effort separately from AI citations.
Watch why product PDFs need clear landing pages, revision dates and links from the right product pages, using findings from VayoMed’s website audit.
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Watch how training crawlers and AI search crawlers differ, what a life sciences robots.txt audit found, and how to check access to important pages.
Watch how AI recommendation lists vary across models, why citation sources matter, and which company pages help buyers verify your business.
Audit 64 research artifacts and 188 brand snapshots to plan useful MedTech content, maintain its evidence and measure search, citations and qualified demand.
Audit FDA status wording across device pathways, websites, press releases and AI answers, with a practical claims matrix and clearly bounded evidence.
An 188-domain audit tests crawler policies, page access and metadata, then turns bounded source panels into a practical MedTech website release checklist.
We analyzed 40 capped AI recommendation panels, 1,689 citations, and 188 brand reports to show what an AI shortlist does—and does not—measure.
We measured how often the 160 largest FDA-registered medtech brands get cited by ChatGPT and Google AI. The result is a winner-take-most gap — and a clear GEO playbook.
68% of procurement teams now use AI for vendor research. Learn how Generative Engine Optimization (GEO) determines which medical devices get recommended.