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AI Visibility Scorecard
Logan Instruments Corp
loganinstruments.com · pharmaceuticals
Somewhat visible. AI bots can read Logan Instruments Corp, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#24,028 of 145,017 in Beauty & Personal Care for AI visibility
5.4
/10
AEO Score
About Logan Instruments Corp
from our crawl and measurement
Logan Instruments Corp describes itself simply: "LOGAN Instruments Corp makes the best drug testing devices on the market, with dissolution, diffusion, and other testing devices." Its AI visibility score is 5.4 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 a clearly stated business identity. It is passable on some structured data, a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The business dates to 1990.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
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
6
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
9
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.4/10, Logan Instruments Corp has a working base to build on - fixable, and the signals above are where to start.
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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/loganinstruments
Cite this score: Engagemii (2026). "AEO Score for Logan Instruments Corp." Retrieved from https://engagemii.com/aeo/brands/loganinstruments
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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