AI Visibility Scorecard
Fretwork Systems
fretworksystems.com · Professional Services
At 2.14/10, Fretwork Systems is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Parallel · Claude
3
AI Naming Predictability
iRarely named · 3/100
Professional Services average 8
See what's behind this score →2.14
AEO Visibility
iNear-invisible · 2.14/10
Professional Services average 2.3
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Professional Services average 18
See what's behind this score →0
About Fretwork Systems
from our crawl and measurement
Fretwork Systems is a business whose own site puts it this way: "AI and workflow systems consulting for lean teams of 10-100 people on Microsoft 365. Fixed-scope projects, handed off to your team." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.14 out of 10.
Our crawl found structured data on the page (ProfessionalService), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 3 times in our tracking, including ShapBot (Parallel) and ClaudeBot (Anthropic).
- Company ·
- Fretwork Systems
- Website ·
- fretworksystems.com
- Industry ·
- Professional Services
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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.
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 2.14/10, Fretwork Systems is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fretworksystems
Cite this score: Engagemii (2026). "AEO Score for Fretwork Systems." Retrieved from https://engagemii.com/aeo/brands/fretworksystems
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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