AI Visibility Scorecard
Front End Engineering
frontendeng.dev · Technology
Somewhat visible. AI bots can read Front End Engineering, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#323,698 of 2,705,907 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Front End Engineering
from our crawl and measurement
Front End Engineering is a business whose own site puts it this way: "Principle AI's Front End Engineering blog. We write about React, Angular, PWA, Nextjs, TailwindCSS, Typescript, NodeJS, Express, MongoDB, Firebase, GraphQL, React Query, React Hooks, React." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
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
Fair
Established authority for your domain.
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
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 5.6/10, Front End Engineering has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Typescript is a popular frontend language used in place of JavaScript. But is it really important enough to learn or can we expect it to fade away ?March 20, 2024View Article
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Is this your brand?
The exact fixes for Front End Engineering
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.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frontendeng-dev
Cite this score: Engagemii (2026). "AEO Score for Front End Engineering." Retrieved from https://engagemii.com/aeo/brands/frontendeng-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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