AI Visibility Scorecard
Miles Cole
milescole.dev · Technology
Somewhat visible. AI bots can read Miles Cole, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · Claude
#81,564 of 2,706,631 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.3/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Miles Cole
from our crawl and measurement
"Miles Cole’s personal data engineering blog covering data systems, performance, and the details that matter." That is how Miles Cole introduces itself. Its AI visibility score is 6.3 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 (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
Fair
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
Fair
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
Good
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 6.3/10, Miles Cole has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Mastering Spark: Should You Infer Schema in Production?
Schema inference is convenient. In production or benchmarking, it is often a silent performance killer. Data Engineering · February 4, 2026 · 14 min read
Is this your brand?
The exact fixes for Miles Cole
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/milescole-dev
Cite this score: Engagemii (2026). "AEO Score for Miles Cole." Retrieved from https://engagemii.com/aeo/brands/milescole-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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