#1,884,290 OF 2,698,066 IN TECHNOLOGY
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AI Visibility Scorecard
John Trotta
jtrotta.dev · Technology
Borderline visible. AI bots can crawl John Trotta, 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 1 times
Claude
#1,884,290 of 2,698,066 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About John Trotta
from our crawl and measurement
John Trotta describes itself simply: "Security and technology executive with 17 years building enterprise security, compliance, and infrastructure programs in regulated financial services." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 3.8/10, John Trotta is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What I Build With?
The core of what makes me productive. The rest of my stack lives in GitHub.Claude CodePAIGSDLLM-Wiki
Is this your brand?
The exact fixes for John Trotta
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jtrotta-dev
Cite this score: Engagemii (2026). "AEO Score for John Trotta." Retrieved from https://engagemii.com/aeo/brands/jtrotta-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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