AI Visibility Scorecard
DefectClass
defectclass.com · Technology
Borderline visible. AI bots can crawl DefectClass, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#1,309,596 of 2,704,425 in Technology for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Technology average 28
Top 64% of Technology
See what's behind this score →4
-
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 →8
About DefectClass
from our crawl and measurement
DefectClass is a business whose own site puts it this way: "DefectClass is a standardised system for identifying, recording and classifying defects." When AI engines look at it, they find little to work with. It scores 4.0 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- DefectClass
- Website ·
- defectclass.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 signals AI reads
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
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 read your site and name it in answers. At 4/10, DefectClass is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is DefectClass?
DefectClass is a standardised system for identifying, recording and classifying defects. Defects are identified and described in many different ways across different industries, organisations and systems. The terminology used can vary between industries, organisations and even between individual professionals. DefectClass is being developed to provide a consistent structure for recording this information.
Why standardise defects?
Standardised defect classification creates structured data. Instead of information existing primarily within individual reports, photographs and free-text descriptions, defects can be recorded in a format that allows information to be compared and analysed across individual assets, organisations and industries.
Is this your brand?
The exact fixes for DefectClass
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/defectclass
Cite this score: Engagemii (2026). "AEO Score for DefectClass." Retrieved from https://engagemii.com/aeo/brands/defectclass
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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