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AI Visibility Scorecard
Jeremy Lancaster
consultjl.com · Technology
Borderline visible. AI bots can crawl Jeremy Lancaster, 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 4 times
Meta AI · Claude · Amazon Alexa
#1,989,875 of 2,661,989 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Jeremy Lancaster
from our crawl and measurement
"Principal software engineer helping organizations deploy AI systems that are reliable, observable, and running on infrastructure they control." That is how Jeremy Lancaster introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
6
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 3.5/10, Jeremy Lancaster is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Jeremy Lancaster
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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/consultjl
Cite this score: Engagemii (2026). "AEO Score for Jeremy Lancaster." Retrieved from https://engagemii.com/aeo/brands/consultjl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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