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AI Visibility Scorecard
FreedomDev
freedomdevco.com · Technology
Somewhat visible. AI bots can read FreedomDev, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#695,779 of 2,808,083 in Technology for AI visibility
5.3
/10
AEO Score
About FreedomDev
from our crawl and measurement
"Sensible Software Engineering - Custom software development, systems integration, and IT consulting for West Michigan businesses." That is how FreedomDev of Zeeland, MI 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.
The site does the on-page work well, with structured data on the page (Organization, ProfessionalService, WebSite), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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, FreedomDev has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FreedomDev
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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/freedomdevco
Cite this score: Engagemii (2026). "AEO Score for FreedomDev." Retrieved from https://engagemii.com/aeo/brands/freedomdevco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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