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AI Visibility Scorecard
cesnik.com · Technology
Somewhat visible. AI bots can read Clutch LabsClutch Labs logoClutch LabsMicrochip Authorized Design Partner, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#789,480 of 2,817,736 in Technology for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
"Hardware product development, prototyping, embedded systems, and microelectronics division of Clutch Inc. We turn ideas into tangible products ready for manufacturing at scale." That is how Clutch LabsClutch Labs logoClutch LabsMicrochip Authorized Design Partner of Winchester, VA introduces itself. Its AI visibility score is 5.2 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 structured data describing the business, a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a workable page structure 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.
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
6
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.
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 5.2/10, Clutch LabsClutch Labs logoClutch LabsMicrochip Authorized Design Partner has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Clutch LabsClutch Labs logoClutch LabsMicrochip Authorized Design Partner
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cesnik
Cite this score: Engagemii (2026). "AEO Score for Clutch LabsClutch Labs logoClutch LabsMicrochip Authorized Design Partner." Retrieved from https://engagemii.com/aeo/brands/cesnik
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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