AI Visibility Scorecard
From Scratch Code
blog.fromscratchcode.com · Technology
Borderline visible. AI bots can crawl From Scratch Code, 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 4 times
ChatGPT
#727,444 of 2,704,755 in Technology for AI visibility
44
5
AEO Visibility
iBorderline · 4.6/10
-
Network Authority
iNot connected yet
60
Muse Index Score
iAI agent readiness
Transactable · 60/100
0
AI Adoption
iNone detected · 0/100
About From Scratch Code
from our crawl and measurement
From Scratch Code describes itself simply: "Helping quietly ambitious engineers get unstuck and build real things. Rust & Python mentorship, workshops, and project-based learning." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, Organization, Service) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including GPTBot (ChatGPT).
- Company ·
- From Scratch Code
- Website ·
- blog.fromscratchcode.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 4, 2026
- Verified connections ·
- None yet
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
Weak
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
Strong
Inbound links from other sites.
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
Fair
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 4.6/10, From Scratch Code is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 October 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blog-fromscratchcode
Cite this score: Engagemii (2026). "AEO Score for From Scratch Code." Retrieved from https://engagemii.com/aeo/brands/blog-fromscratchcode
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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