AI Visibility Scorecard
Bionirs
bionirs.com · Healthcare
Borderline visible. AI bots can crawl Bionirs, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 7 times
Claude · Apple Intelligence · Perplexity · ShapBot
#47,828 of 925,329 in Healthcare for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Healthcare average 11
Top 13% of Healthcare
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Healthcare average 18
See what's behind this score →0
About Bionirs
from our crawl and measurement
Bionirs is a business whose own site puts it this way: "Developing technologies that use light to improve society's quality of life. It is currently focusing on creating a medical imaging system for mammography in diffuse reflectance geometry." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
- Company ·
- Bionirs
- Website ·
- bionirs.com
- Industry ·
- Healthcare
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 read your site and name it in answers. At 4.2/10, Bionirs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bionirs
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bionirs
Cite this score: Engagemii (2026). "AEO Score for Bionirs." Retrieved from https://engagemii.com/aeo/brands/bionirs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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