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AI Visibility Scorecard
Idrlabs
idrlabs.com · Healthcare
Somewhat visible. AI bots can read Idrlabs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#3,178 of 724,796 in Healthcare for AI visibility
6.8
/10
AEO Score
About Idrlabs
from our crawl and measurement
Idrlabs is one of the businesses we track in the Healthcare space. Its AI visibility score is 6.8 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established, press coverage is thin and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
3
Forum and community discussion.
8
Reddit mentions and discussion.
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 6.8/10, Idrlabs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Idrlabs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/idrlabs
Cite this score: Engagemii (2026). "AEO Score for Idrlabs." Retrieved from https://engagemii.com/aeo/brands/idrlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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