AI Visibility Scorecard
Software Testing Notes
softwaretestingnotes.substack.com · Technology
Somewhat visible. AI bots can read Software Testing Notes, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · ChatGPT
#667,357 of 2,707,329 in Technology for AI visibility
86
AI Naming Predictability
iLikely to be named · 86/100
5
AEO Visibility
iBorderline · 5.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Software Testing Notes
from softwaretestingnotes.substack.com
Curating hand-picked best links on Software Testing (Quality, Automation, Performance, Accessibility and Security Testing) every week. Click to read Software Testing Notes, by Pritesh Usadadiya, a Sub
The 6 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
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
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Weak
No social discussion found yet.
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 5.2/10, Software Testing Notes has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Software Testing Notes
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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.
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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/softwaretestingnotes-substack
Cite this score: Engagemii (2026). "AEO Score for Software Testing Notes." Retrieved from https://engagemii.com/aeo/brands/softwaretestingnotes-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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