AI Visibility Scorecard
chxngelog.dev · Technology
At 3.9/10, Change Layer is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Apple Intelligence
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
from our crawl and measurement
"Change Layer is product updates software for SaaS teams. Create changelogs, publish release notes, and share roadmaps from one place with hosted pages, API integrations, and GitHub." That is how Change Layer introduces itself. When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
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. None of that can be fixed on the page: it has to be earned.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.9/10, Change Layer is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why do I need this?
Let's say you're the developer of a popular mobile app with lots of users. You've just finished working on some exciting new features and of course, you want to make sure your users know about them. You need to share what's new now, what changed in detail, and what's coming next across your changelog, release notes, and roadmap.That's where we come in.
Is this your brand?
The exact fixes for Change Layer
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chxngelog-dev
Cite this score: Engagemii (2026). "AEO Score for Change Layer." Retrieved from https://engagemii.com/aeo/brands/chxngelog-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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