AI Visibility Scorecard
Merrikin Engineering is now Legacy Engineering LLC
merrikinengineering.com · Technology
Borderline visible. AI bots can crawl Merrikin Engineering is now Legacy Engineering LLC, 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 382 times
Meta AI · Perplexity · ChatGPT · Claude
#859,874 of 2,705,593 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Merrikin Engineering is now Legacy Engineering LLC
from our crawl and measurement
Merrikin Engineering is now Legacy Engineering LLC, based in C Millis, MA, describes itself simply: "For a starter guide to WordPress.com and to learn more about this theme go to:https://wordpress.com/theme/radcliffe-2You're now ready to make the text on this page your own." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 14 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4.2/10, Merrikin Engineering is now Legacy Engineering LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Merrikin Engineering is now Legacy Engineering LLC
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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/merrikinengineering
Cite this score: Engagemii (2026). "AEO Score for Merrikin Engineering is now Legacy Engineering LLC." Retrieved from https://engagemii.com/aeo/brands/merrikinengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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