#595,312 OF 1,960,756 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
4D Planning Consultants Ltd
fourdplanning.com · Media & Entertainment
Somewhat visible. AI bots can read 4D Planning Consultants Ltd, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#595,312 of 1,960,756 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
65
Muse Index Score
iAI agent readiness
Agent-ready · 65/100
0
AI Adoption
iNone detected · 0/100
About 4D Planning Consultants Ltd
from our crawl and measurement
"4D Planning is a leading chartered planning permission consultancy in London, Planning applications, appeals, architectural drawings & more." That is how Chartered Planning Permission Consultancy London of London introduces itself. Its AI visibility score is 5.2 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 (Organization, LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 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
Strong
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.
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 5.2/10, 4D Planning Consultants Ltd 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 September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fourdplanning
Cite this score: Engagemii (2026). "AEO Score for 4D Planning Consultants Ltd." Retrieved from https://engagemii.com/aeo/brands/fourdplanning
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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