AI Visibility Scorecard
Preface
interviewguide.dev · Technology
Somewhat visible. AI bots can read Preface, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Meta AI · Apple Intelligence
#566,848 of 2,706,693 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Preface
from our crawl and measurement
"An free guide for software development interviews." That is how Preface introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
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 2 times 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
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 5.3/10, Preface has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How to read this guide #?
This guide isn't too long, so my recommendation is to read it front-to-back at first. Since it's intentionally opinionated, you may find that my approach won't work for you, and that's totally okay.There are a lot of concepts that I believe will just "stick" once you read them the first time through. During your prep, I recommend you check back to relevant sections as appropriate to refresh your memory.
Is this your brand?
The exact fixes for Preface
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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/interviewguide-dev
Cite this score: Engagemii (2026). "AEO Score for Preface." Retrieved from https://engagemii.com/aeo/brands/interviewguide-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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