AI Visibility Scorecard
Medium
pieces.medium.com · Technology
Borderline visible. AI bots can crawl Medium, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 9 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#440,525 of 2,706,131 in Technology for AI visibility
18
AI Naming Predictability
iNamed occasionally · 18/100
More likely to be named than 95% of Technology companies
5
AEO Visibility
iBorderline · 4.9/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
12
AI Adoption
iBasic · 12/100
About Medium
from our crawl and measurement
Medium is a business whose own site puts it this way: "Pieces is the world’s first micro-repo for developers, usable right inside from your IDE or browser. Created by developers for developers." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (Person), a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.
Our monitoring has logged 6 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
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 4.9/10, Medium is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Prepare for a Coding Interview in 2025?
Ace your 2025 coding interview with these expert tips! Learn key skills, strategies, and tools to stand out and succeed.Pieces 🌟·Jan 23, 2025
Is this your brand?
The exact fixes for Medium
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Medium.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pieces-medium
Cite this score: Engagemii (2026). "AEO Score for Medium." Retrieved from https://engagemii.com/aeo/brands/pieces-medium
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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