AI Visibility Scorecard
Columnline
contechjohnson.com · Home & Living
Borderline visible. AI bots can crawl Columnline, 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 3 times
Claude
#1,019,398 of 1,378,630 in Home & Living for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Home & Living average 5
Top 51% of Home & Living
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Home & Living average 21
See what's behind this score →6
About Columnline
from our crawl and measurement
Columnline is a business whose own site puts it this way: "If you face these scenarios, the system is designed for you.The New Market EntryYou're expanding into a new territory or state where you don't have decades of relationships." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Columnline
- Website ·
- contechjohnson.com
- Industry ·
- Home & Living
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page 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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
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 read your site and name it in answers. At 3.5/10, Columnline is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Still have questions?
Do you send emails for me?Yes, we can. Or we can set you up so that your own emails are more effective. Whether you want a 'Done For You' service or just the infrastructure to do it yourself, we support both models.Do you sign NDAs?Yes, absolutely. We regularly work with sensitive expansion plans and sign NDAs to ensure your strategy remains confidential.How do I share with my team?We offer several ways to share.
Is this your brand?
The exact fixes for Columnline
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/contechjohnson
Cite this score: Engagemii (2026). "AEO Score for Columnline." Retrieved from https://engagemii.com/aeo/brands/contechjohnson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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