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AI Visibility Scorecard
Apprentice
apprentice.io · computer software
Somewhat visible. AI bots can read Apprentice, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#100,157 of 2,810,206 in Technology for AI visibility
6.5
/10
AEO Score
About Apprentice
from our crawl and measurement
Apprentice describes itself simply: "The AI-native platform for manufacturing teams. MES, LES, digital work instructions, and agentic AI, connected across your enterprise." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2014.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
1
Forum and community discussion.
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 6.5/10, Apprentice has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Apprentice
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/apprentice-io
Cite this score: Engagemii (2026). "AEO Score for Apprentice." Retrieved from https://engagemii.com/aeo/brands/apprentice-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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