AI Visibility Scorecard
ClearStack Dev
· Technology
At 2.03/10, ClearStack Dev is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · Parallel · Meta AI
15
AI Naming Predictability
iRarely named · 15/100
Technology average 28
Top 64% of Technology
See what's behind this score →2.03
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Technology average 17
See what's behind this score →0
About ClearStack Dev
from our crawl and measurement
"Independent custom software business run by Ryan Choi." That is how ClearStack Dev of Saint Michael, Minnesota introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.03 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 5 times in our tracking, including ClaudeBot (Anthropic), ShapBot (Parallel) and Meta AI.
- Company ·
- ClearStack Dev
- Website ·
- clearstackdev.com
- Industry ·
- Technology
- Location ·
- Saint Michael, MN
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 2.03/10, ClearStack Dev is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What could that look like?
Illustrative examples of possible solutions, not completed client projects.01 / Possible workflowFrom closed deal to a clear handoffA deal closes in your CRM. The implementation team still has to piece together what was sold, who to contact, and what is missing before work can begin.↳Prepare an onboarding handoff with the sold scope, customer contacts, and implementation owner.
What keeps slowingyour business down?
Tell me what you want to improve. We can start there.Discuss your project ↗ClearStack DevUseful software. A direct conversation.Ryan Choi · Saint Michael, [email protected]
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for ClearStack Dev.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clearstackdev
Cite this score: Engagemii (2026). "AEO Score for ClearStack Dev." Retrieved from https://engagemii.com/aeo/brands/clearstackdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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