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AI Visibility Scorecard
NEAT FREAK TECH
neatfreaktech.com · Technology
Somewhat visible. AI bots can read NEAT FREAK TECH, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#606,184 of 2,623,574 in Technology for AI visibility
5.3
/10
AEO Score
About NEAT FREAK TECH
from our crawl and measurement
"Neat Freak Tech helps founder-led businesses build stronger technical brand foundations, improve local SEO, and create digital systems that support visibility and growth." That is how NEAT FREAK TECH of Lake Oswego, OR introduces itself. Its AI visibility score is 5.3 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 and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure, a few credibility markers and partial sitemap and link coverage.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, 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.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2024.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
5
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
6
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
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 5.3/10, NEAT FREAK TECH has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for NEAT FREAK TECH
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/neatfreaktech
Cite this score: Engagemii (2026). "AEO Score for NEAT FREAK TECH." Retrieved from https://engagemii.com/aeo/brands/neatfreaktech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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