AI Visibility Scorecard
Murray Arnott Design
designma.com · Home & Living
Somewhat visible. AI bots can read Murray Arnott Design, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI
#60,312 of 1,375,150 in Home & Living for AI visibility
6
AEO Visibility
iVisible · 6.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Murray Arnott Design
from our crawl and measurement
Murray Arnott Design is a business whose own site puts it this way: "Experience-led residential design focused on trust and professionalism. Specializing in sustainable, luxury timber and custom homes internationally. Based in Canada." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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
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 6.1/10, Murray Arnott Design has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
WHY CHOOSE US?
01 40+ Years of Design Excellence Over 300 custom residences designed internationally. 02 Structurally Optimized Design Founded by a former carpenter and construction manager, we apply careful structural principles to ensure every design is both buildable and cost-effective. 03 Award-Winning Integrity Numerous prestigious design awards including two Best Home in the US awards.
Is this your brand?
The exact fixes for Murray Arnott Design
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/designma
Cite this score: Engagemii (2026). "AEO Score for Murray Arnott Design." Retrieved from https://engagemii.com/aeo/brands/designma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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