AI Visibility Scorecard
Learning by Shipping
learningbyshipping.com · Technology
Well-positioned for AI search. Its weakest signals, Structured Data, Content Structure and Entity Clarity, are where Learning by Shipping still has room to grow.
AI engines read this profile 15 times
Meta AI · Claude · ChatGPT · Apple Intelligence
Top 5% in Technology for AI visibility
90
AI Naming Predictability
iAI names companies like this often · 90/100
Technology average 28
Top 1% of Technology
See what's behind this score →8.10
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Learning by Shipping
from our crawl and measurement
Learning by Shipping is a business whose own site puts it this way: "Collected writings on software, technology, and management by Steven Sinofsky (former Microsoft executive)." Measured against the on-page and off-page signals AI engines rely on, it scores 8.10 out of 10, a strong showing.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 15 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- Learning by Shipping
- Website ·
- learningbyshipping.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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.
The 6 off-page signals AI reads
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Strong
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 read your site and name it in answers. At 8.10/10, Learning by Shipping is well placed; the signals above show what is left to gain.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Learning by Shipping.
Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learningbyshipping
Cite this score: Engagemii (2026). "AEO Score for Learning by Shipping." Retrieved from https://engagemii.com/aeo/brands/learningbyshipping
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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