AI search visibility report · 2026-06-07
How AI assistants see egghead.io
egghead.io has an AI visibility score of 28/100. The site passed 7 of 34 tests. Its strongest areas are Technical Accessibility and Content Structure. The areas to improve are Content Freshness and Citation & Source Quality.
How ChatGPT, Claude and Perplexity read egghead.io
Readability25/100
Result: weak. 0 of 4 tests passed.
Extremely poor readability scores due to the lack of sentence-terminating punctuation and paragraph structure in the scraped text.
Schema.org Markup0/100
Result: weak. 0 of 5 tests passed.
Complete absence of JSON-LD schema markup. This is a major missed opportunity for LLM indexing.
Authority & Trust Signals23/100
Result: weak. 0 of 5 tests passed.
Missing critical trust signals like physical address and detailed author credentials in structured format. Privacy policy is present.
Citation & Source Quality0/100
Result: weak. 0 of 4 tests passed.
Zero outbound links or inline citations found on the homepage, providing no external context for LLMs.
Content Freshness0/100
Result: weak. 0 of 4 tests passed.
No publication or modification dates detected in metadata or visible text, making it impossible for LLMs to verify recency.
Content Structure60/100
Result: average. 3 of 4 tests passed.
Excellent heading hierarchy, but a total lack of paragraph tags (<p>) and minimal semantic sectioning.
Entity Definition25/100
Result: weak. 0 of 4 tests passed.
No About page or Person schema. Brand consistency is good, but entity relationships are weak.
Technical Accessibility93/100
Result: strong. 4 of 4 tests passed.
Strong technical foundation with AI crawler access, JS-independent content, and valid social meta tags.
How egghead.io can improve its AI visibility
- Implement Structured Data (JSON-LD) (high priority)
- Fix Semantic Paragraph Structure (high priority)
- Add Content Freshness Signals (medium priority)
- Strengthen Entity Definition (medium priority)
- Improve Outbound Citations (low priority)
How egghead.io compares to its competitors
- Frontend Masters (frontendmasters.com) — score 53/100
- Pluralsight (pluralsight.com) — score 51/100
- Udemy (udemy.com) — score 48/100
- Scrimba (scrimba.com) — score 48/100