AI Visibility Scorecard
dougritter.dev · Technology
At 1.34/10, Douglas Ritter · is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →1.34
-
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 →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Douglas Ritter · is a business whose own site puts it this way: "Douglas Ritter personal website Home About Currently v1.1.0 © 2020." When AI engines look at it, they find little to work with. It scores 1.34 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.34/10, Douglas Ritter · is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why so many test doubles?
As our project grows, the number of test classes grows and so the test double classes. Mocks, Stubs, Spies… If we don’t use libraries to help to create these instances we have to build them ourselves. It’s a trade-off, for sure, but there is also an advantage in it: we know exactly what’s happening and how to use it. It’s very quick to create a mock class or a stub. We just have to implement a protocol.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dougritter-dev
Cite this score: Engagemii (2026). "AEO Score for Douglas Ritter ·." Retrieved from https://engagemii.com/aeo/brands/dougritter-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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