AI Visibility Scorecard
TCI Scientific Innovations
hilyph.com · Technology
Borderline visible. AI bots can crawl TCI Scientific Innovations, 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
Meta AI · Claude · Apple Intelligence · ShapBot
#750,445 of 2,706,042 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Technology companies
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About TCI Scientific Innovations
from our crawl and measurement
HiLyph Freeze Dryers is a business whose own site puts it this way: "TCI designs precision lyophilization systems for consistent results. Contact us to optimize your freeze drying process today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, TCI Scientific Innovations is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for TCI Scientific Innovations
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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.
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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/hilyph
Cite this score: Engagemii (2026). "AEO Score for TCI Scientific Innovations." Retrieved from https://engagemii.com/aeo/brands/hilyph
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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