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AI Visibility Scorecard
John Northmore Roberts & Associates
johnnorthmoreroberts.com · architecture & planning
Somewhat visible. AI bots can read John Northmore Roberts & Associates, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · ChatGPT
#1,576 of 6,127 in Government & Public Sector for AI visibility
5.3
/10
AEO Score
About John Northmore Roberts & Associates
from our crawl and measurement
John Northmore Roberts & Associates works in Government & Public Sector. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data, a workable page structure, a few credibility markers, basic crawler access and partial sitemap and link coverage.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1984.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
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
5
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
8
Inbound links from other sites.
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 5.3/10, John Northmore Roberts & Associates has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Northmore Roberts & Associates
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/johnnorthmoreroberts
Cite this score: Engagemii (2026). "AEO Score for John Northmore Roberts & Associates." Retrieved from https://engagemii.com/aeo/brands/johnnorthmoreroberts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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