AI Visibility Scorecard
Front-End Checklist
frontendchecklist.io · Technology
Somewhat visible. AI bots can read Front-End Checklist, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 11 times
Meta AI · Claude · Amazon Alexa · Perplexity
#101,075 of 2,704,641 in Technology for AI visibility
84
AI Naming Predictability
iNamed sometimes · 84/100
Technology average 28
Top 2% of Technology
See what's behind this score →5
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Technology average 17
See what's behind this score →12
About Front-End Checklist
from our crawl and measurement
"Trusted front-end quality rules for humans and AI agents. Browse hundreds of rules, run curated workflows, and use MCP for structured AI reviews." That is how Front-End Checklist introduces itself. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Front-End Checklist
- Website ·
- frontendchecklist.io
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 7, 2026
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
Strong
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
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 read your site and name it in answers. At 5.4/10, Front-End Checklist has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Front-End Checklist
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/frontendchecklist-io
Cite this score: Engagemii (2026). "AEO Score for Front-End Checklist." Retrieved from https://engagemii.com/aeo/brands/frontendchecklist-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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