AI Visibility Scorecard
Diagnostics
lifescience.roche.com · Legal
Somewhat visible. AI bots can read Diagnostics, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#44,083 of 387,660 in Legal for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Diagnostics
from lifescience.roche.com
Jump To Content You appear to be using incognito/private browsing mode or an ad blocker, which may adversely affect your experience on the site.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.7/10, Diagnostics has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Diagnostics
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Diagnostics.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lifescience-roche
Cite this score: Engagemii (2026). "AEO Score for Diagnostics." Retrieved from https://engagemii.com/aeo/brands/lifescience-roche
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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