⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Chris Kottom's Tech and Business Blog
developingrailsapis.com · Technology
Borderline visible. AI bots can crawl Chris Kottom's Tech and Business Blog, 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
#2,259,278 of 2,836,849 in Technology for AI visibility
3.6
/10
AEO Score
About Chris Kottom's Tech and Business Blog
from our crawl and measurement
"Build the knowledge and skills to start creating Rails API backend apps with this crash course." That is how Chris Kottom's Tech and Business Blog introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
On its own pages the site does well on a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, 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 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
1
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.
0
No Reddit mentions 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 3.6/10, Chris Kottom's Tech and Business Blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chris Kottom's Tech and Business Blog
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Chris Kottom's Tech and Business Blog.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developingrailsapis
Cite this score: Engagemii (2026). "AEO Score for Chris Kottom's Tech and Business Blog." Retrieved from https://engagemii.com/aeo/brands/developingrailsapis
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform