AI Visibility Scorecard
civilengineering.engineer · Home & Living
At 1.15/10, Civil Engineer is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · ChatGPT
<1
1.15
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Home & Living average 21
See what's behind this score →0
from our crawl and measurement
Civil Engineer is a business whose own site puts it this way: "Mowing lawns since 1983. Engineering stuff since 1992." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.15 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 read this profile 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.15/10, Civil Engineer is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
When does it become urgent?
There is no single national defect category that every authority uses in exactly the same way. The current UK approach is risk based. On local roads and the strategic road network, inspection and response times are set through the authority or network operator’s own regime rather than one universal list of earthworks defect codes.
What does a useful first response look like?
The first response is usually not a permanent repair. It is to make the situation safe and stop it getting worse. That may mean traffic management, cordons, debris clearance, temporary drainage works, covering exposed ground, isolating a failed outfall or keeping water away from the crest. After that, the permanent fix depends on the actual cause.
What’s that defect?
There is a central body responsible for the operation, maintenance and improvement of roads.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/civilengineering-engineer
Cite this score: Engagemii (2026). "AEO Score for Civil Engineer." Retrieved from https://engagemii.com/aeo/brands/civilengineering-engineer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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