AI Visibility Scorecard
NdCoders
ndcoders.com · Technology
Borderline visible. AI bots can crawl NdCoders, 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
#1,682,891 of 2,705,352 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
4
AI Adoption
iBasic · 4/100
About NdCoders
from our crawl and measurement
"Founder-led AWS engineering. The production-grade AWS substrate plus the SaaS engagements we run on it. The IaC repo is yours from day one." That is how ndcoders introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion 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 4.3/10, NdCoders is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Where is your AWS quietly costing you — in risk, ops, or dollars?
30 minutes with the founder. A 1-page PDF in your inbox within two business days. Eight dimensions, scored against the controls a production AWS account should clear. 01 Account structure Organization layout, workload separation, Log Archive isolation, CloudTrail centralized at the org level. 02 Identity & access IAM Identity Center, root-account hygiene, MFA enforcement, permission-set design.
Is this your brand?
The exact fixes for NdCoders
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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 NdCoders.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ndcoders
Cite this score: Engagemii (2026). "AEO Score for NdCoders." Retrieved from https://engagemii.com/aeo/brands/ndcoders
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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