▲ 0.5 since Jul 2026
#2,018,884 OF 2,698,581 IN TECHNOLOGY
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AI Visibility Scorecard
macy.dev · Technology
Borderline visible. AI bots can crawl bitr0t_, 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 1 times
Claude
#2,018,884 of 2,698,581 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
"Ryan Macy is CTO at 25madison. He builds AI products, engineering teams, and early-stage companies." That is how bitr0t_ introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews, structured data describing the business and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
0
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 3.5/10, bitr0t_ is crawlable but under-signaled - fixable, and the signals above are where to start.
Have something hard to build?
I like working with founders when the problem is real and the right answer is not obvious [email protected] ↗GitHubrmacy↗LinkedInryanmacy↗X@bitr0t_↗[email protected]↗25madisonemployer profile↗Speakinginterviews & press↗Ryan Macy© 2026 Ryan MacyBack to top ↑
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for bitr0t_.
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/macy-dev
Cite this score: Engagemii (2026). "AEO Score for bitr0t_." Retrieved from https://engagemii.com/aeo/brands/macy-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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