AI Visibility Scorecard
Total Design Engineering
totaldesignengineering.com · Home & Living
Somewhat visible. AI bots can read Total Design Engineering, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · ChatGPT · Meta AI
#143,237 of 1,371,901 in Home & Living for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Total Design Engineering
from our crawl and measurement
totaldesignengineering.com, based in Huntsville, Alabama, describes itself simply: "Total Design Engineering is a highly skilled, experienced MEP Engineering design firm with expertise in designing HVAC, plumbing, electrical, and fire protection systems for a wide range of." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 5.7/10, Total Design Engineering has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/totaldesignengineering
Cite this score: Engagemii (2026). "AEO Score for Total Design Engineering." Retrieved from https://engagemii.com/aeo/brands/totaldesignengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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