▲ 0.4 since Jun 2026
#204,963 OF 1,344,768 IN HOME & LIVING
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AI Visibility Scorecard
Forward Architecture, LLC
ellenlind.com · Home & Living
Somewhat visible. AI bots can read Forward Architecture, LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#204,963 of 1,344,768 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Forward Architecture, LLC
from our crawl and measurement
Forward Architecture, LLC describes itself simply: "Upgrade your home to fit your life with Ellen Lind, Architect. I can help you joyfully renovate or build with a design your love that reflects who you are for residential homeowners in the." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure, a partly stated business identity, a few credibility markers and basic crawler access.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 5.4/10, Forward Architecture, LLC has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Forward Architecture, LLC
Which AI engines already crawl you
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ellenlind
Cite this score: Engagemii (2026). "AEO Score for Forward Architecture, LLC." Retrieved from https://engagemii.com/aeo/brands/ellenlind
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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