AI Visibility Scorecard
Mott MacDonald
mmdv.com · Technology
Somewhat visible. AI bots can read Mott MacDonald, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence
#226,639 of 2,707,329 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Mott MacDonald
from our crawl and measurement
"Our robust digital platform facilitates seamless collaboration, efficient project delivery and effective information sharing." That is how Mott MacDonald introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 5.8/10, Mott MacDonald has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mott MacDonald
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mmdv
Cite this score: Engagemii (2026). "AEO Score for Mott MacDonald." Retrieved from https://engagemii.com/aeo/brands/mmdv
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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