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AI Visibility Scorecard
Johnston Framework
johnstonframework.com · Technology
Borderline visible. AI bots can crawl Johnston Framework, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,198,051 of 2,623,115 in Technology for AI visibility
3.2
/10
AEO Score
About Johnston Framework
from our crawl and measurement
"Johnston Framework | Seattle A/E/C Interview Coach | Helping architects, engineers, and contractors win team interviews." That is how Johnston Framework introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a partly stated business identity and a few credibility markers. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
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 3.2/10, Johnston Framework is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Johnston Framework
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnstonframework
Cite this score: Engagemii (2026). "AEO Score for Johnston Framework." Retrieved from https://engagemii.com/aeo/brands/johnstonframework
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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