#938,655 OF 1,355,691 IN HOME & LIVING
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AI Visibility Scorecard
Forward Design & Build
forwarddesignandbuild.com · Home & Living
Borderline visible. AI bots can crawl Forward Design & Build, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#938,655 of 1,355,691 in Home & Living for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Forward Design & Build
from our crawl and measurement
Forward Design & Build is a Austin, TX business whose own site puts it this way: "forward design & build, is a company dedicated to meet and over achieve all of your home remodeling project needs. We do not sub out the entire project out to multiple subs." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
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
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 3.9/10, Forward Design & Build is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Forward Design & Build
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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 September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forwarddesignandbuild
Cite this score: Engagemii (2026). "AEO Score for Forward Design & Build." Retrieved from https://engagemii.com/aeo/brands/forwarddesignandbuild
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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