MedTech Website AI Readability in 2026: What a 188-Site Audit Can Tell You
An 188-domain audit tests crawler policies, page access and metadata, then turns bounded source panels into a practical MedTech website release checklist.
Expert insights on AI visibility, SEO strategy, and growth tactics for life sciences companies.
Focused articles on AI visibility, SEO, and sustainable growth for life sciences companies.
An 188-domain audit tests crawler policies, page access and metadata, then turns bounded source panels into a practical MedTech website release checklist.
A 40-market evidence model turns trade, access, language, digital readiness, and delivery constraints into a practical website localization sequence.
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We joined NIH device awards, FDA 510(k)s, federal contracts, and ten public registers to measure the public-evidence gap after funding and clearance.
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 audited six life-sciences PR Newswire campaigns: 1,159 pickups, crawler traffic, link markup, AI citations, durability, and click economics.
We rebuilt our own $200,000-$300,000 comparison claim from federal wage data. A realistic in-house configuration costs $220,888 a year - and here is every line of the arithmetic.
A 60-company audit reveals where newly cleared MedTech websites break between FDA records, product findability, regulatory evidence, and buyer inquiry.
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.