AI Visibility Scorecard
peterjohnston.com · Professional Services
Somewhat visible. AI bots can read Peter D. Johnston, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Meta AI · Perplexity
#141,100 of 526,898 in Professional Services for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Draw on a leading negotiation expert, Peter Johnston, for your most difficult negotiations and conflicts." That is how Peter D. Johnston introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, 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. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
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.
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.
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 5.2/10, Peter D. Johnston has a working base to build on - fixable, and the signals above are where to start.
How Can Peter Help You Or Your Organization?
Negotiation AdviceSpeeches & PresentationsNegotiation TrainingExpert guidance for your most important negotiations and conflicts.
Is this your brand?
The exact fixes for Peter D. Johnston
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/peterjohnston
Cite this score: Engagemii (2026). "AEO Score for Peter D. Johnston." Retrieved from https://engagemii.com/aeo/brands/peterjohnston
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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