#976,951 OF 2,690,399 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-08-01
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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 2 times
Claude
#976,951 of 2,690,399 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
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 4.8 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
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.8/10, 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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