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AI Visibility Scorecard
Hanna Engineering, LLC
hannaengineering.com · Professional Services
Borderline visible. AI bots can crawl Hanna 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 218 times
Meta AI · ChatGPT · Apple Intelligence · Claude
#163,054 of 496,175 in Professional Services for AI visibility
5
/10
AEO Score
About Hanna Engineering, LLC
from our crawl and measurement
Hanna Engineering, LLC is a Florence, SC business whose own site puts it this way: "Our mission is to provide quality engineering services for our clients by always striving to improve our level of service and to become part of the community." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 8 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
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
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 5/10, Hanna Engineering, LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hanna 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/hannaengineering
Cite this score: Engagemii (2026). "AEO Score for Hanna Engineering, LLC." Retrieved from https://engagemii.com/aeo/brands/hannaengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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