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AI Visibility Scorecard
TLN Architecture & Design
tlnarch.com · Real Estate
Borderline visible. AI bots can crawl TLN Architecture & Design, 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.
AI engines read this profile 2 times
Claude · Meta AI
#153,943 of 642,862 in Real Estate for AI visibility
4.8
/10
AEO Score
About TLN Architecture & Design
from our crawl and measurement
"Where Vision Meets Function. Based just outside Boston, we help homeowners navigate design challenges and bring their vision to life with practical, creative architectural...." That is how TLN Architecture & Design introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap, substantial page content. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.8/10, TLN Architecture & Design is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TLN Architecture & Design
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for TLN Architecture & Design.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tlnarch
Cite this score: Engagemii (2026). "AEO Score for TLN Architecture & Design." Retrieved from https://engagemii.com/aeo/brands/tlnarch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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