AI Visibility Scorecard
Hedgehog Architects
hedgehog-development.com · Professional Services
Borderline visible. AI bots can crawl Hedgehog Architects, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#46,174 of 529,135 in Professional Services for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Professional Services average 8
Top 64% of Professional Services
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Professional Services average 18
See what's behind this score →0
About Hedgehog Architects
from our crawl and measurement
"We are a small residential architectural firm based in Southend on Sea, Essex. We have extensive experience in the design of residential buildings." That is how Hedgehog Architects of Leigh on Sea, Essex introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Place, ProfessionalService, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Hedgehog Architects
- Website ·
- hedgehog-development.com
- Industry ·
- Professional Services
- Location ·
- Leigh On Sea, Essex
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 4/10, Hedgehog Architects is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Us?
Results… Your outcome is always our priority. We utilise our professional, yet efficient approach to deliver our clients the best results possible.
Is this your brand?
The exact fixes for Hedgehog Architects
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hedgehog-development
Cite this score: Engagemii (2026). "AEO Score for Hedgehog Architects." Retrieved from https://engagemii.com/aeo/brands/hedgehog-development
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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