AI Visibility Scorecard
Makenson Noel
developwithmak.com · Technology
Borderline visible. AI bots can crawl Makenson Noel, 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 2 times
Claude
#1,684,455 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Makenson Noel
from our crawl and measurement
Makenson Noel describes itself simply: "Portfolio of Makenson Noel, Full-Stack Software Developer building responsive applications, API integrations, automation workflows, and AI-powered tools." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
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
Weak
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.
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, Makenson Noel is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a project or opportunity in mind?
I'm open to software engineering, full-stack development, automation, integration, and technical product opportunities.NameEmailMessageSend Message Email directlyEmailmaknoel.dev@gmail.comLocation Durham, North CarolinaElsewhere
Is this your brand?
The exact fixes for Makenson Noel
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developwithmak
Cite this score: Engagemii (2026). "AEO Score for Makenson Noel." Retrieved from https://engagemii.com/aeo/brands/developwithmak
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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