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AI Visibility Scorecard
Software Unit Test Smells
testsmells.org · Technology
At 2.6/10, Software Unit Test Smells is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,660,645 of 2,825,433 in Technology for AI visibility
2.6
/10
AEO Score
About Software Unit Test Smells
from testsmells.org
Home Test Smell Types Test Smell Examples Test Smell Detector Test Smell Research Publications Software Unit Test Smells Introduction Unit test code, just like regular/production source code, is subject to bad programming practices, known also as anti-patterns, defects and smells [1].
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.6/10, Software Unit Test Smells is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Software Unit Test Smells
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/testsmells-org
Cite this score: Engagemii (2026). "AEO Score for Software Unit Test Smells." Retrieved from https://engagemii.com/aeo/brands/testsmells-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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