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AI Visibility Scorecard
Joel on Software
joelonsoftware.com · Technology
Somewhat visible. AI bots can read Joel on Software, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · ChatGPT Search
#28,135 of 2,810,206 in Technology for AI visibility
7
/10
AEO Score
About Joel on Software
from our crawl and measurement
Joel on Software describes itself simply: "A weblog by Joel Spolsky, a programmer working in New York City, about software and software companies." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.0 out of 10.
On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it, the domain reads as established, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 2 times in our tracking, including OAI-SearchBot (OpenAI) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
5
Press and news coverage.
Community
9
Forum and community discussion.
7
Reddit mentions and discussion.
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 7/10, Joel on Software has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Joel on Software
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/joelonsoftware
Cite this score: Engagemii (2026). "AEO Score for Joel on Software." Retrieved from https://engagemii.com/aeo/brands/joelonsoftware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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