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AI Visibility Scorecard
bgoodworks.com · Other
Borderline visible. AI bots can crawl BGOOD Works, 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
4
AEO Visibility
iBorderline · 4.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
"BGOOD Driver is the free and open-source orchestration engine that runs in your repository, verifies coding-agent delivery against repository evidence, and keeps merge and deployment." That is how BGOOD Works BGOOD Driver: local, evidence-backed orchestration for coding agents introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
6
Sitemaps and entity links AI can follow.
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.
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 4.3/10, BGOOD Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Does this sound familiar?
You still have to drive every step.Start the story, watch the session, notice the stall, restart the work, and kick off the review yourself.A green suite can still validate the wrong thing.Tests can pass while the specification contradicts itself or quietly drifts from what was asked.Finished-looking is not the same as finished.An agent can report success without proving that the committed result is complete,.
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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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Scored by Engagemii on September 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bgoodworks
Cite this score: Engagemii (2026). "AEO Score for BGOOD Works." Retrieved from https://engagemii.com/aeo/brands/bgoodworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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