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AI Visibility Scorecard
Build_Forward
webuildforward.com · Home & Living
Somewhat visible. AI bots can read Build_Forward, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Meta AI · Claude
#5,321 of 1,217,909 in Home & Living for AI visibility
6.5
/10
AEO Score
About Build_Forward
from our crawl and measurement
Build_Forward is a Portland, OR business whose own site puts it this way: "Build Forward is a Portland design-build and construction company offering affordable remodels, budget-friendly upgrades, small project construction, ADUs, additions, and full-service new." Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
1
Reddit mentions and discussion.
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 6.5/10, Build_Forward has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Build_Forward
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/webuildforward
Cite this score: Engagemii (2026). "AEO Score for Build_Forward." Retrieved from https://engagemii.com/aeo/brands/webuildforward
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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