AI Visibility Scorecard
ControlForge SystemsControlForge Systems
controlforge.dev · Technology
Borderline visible. AI bots can crawl ControlForge SystemsControlForge Systems, 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 4 times
Claude · Apple Intelligence
#1,461,128 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
About ControlForge SystemsControlForge Systems
from our crawl and measurement
ControlForge SystemsControlForge Systems describes itself simply: "ControlForge Systems develops modern tools for industrial automation and PLC programming. Our flagship product is a Structured Text VS Code extension supporting the IEC 61131-3 standard." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Under the hood there is structured data on the page (Organization, SoftwareApplication) and a sitemap, but the score is capped by what is missing: an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.6/10, ControlForge SystemsControlForge Systems is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ControlForge SystemsControlForge Systems
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for ControlForge SystemsControlForge Systems.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/controlforge-dev
Cite this score: Engagemii (2026). "AEO Score for ControlForge SystemsControlForge Systems." Retrieved from https://engagemii.com/aeo/brands/controlforge-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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