AI Visibility Scorecard
OG — Structured Open Governance for AI Organizations
ogframework.com · Technology
Borderline visible. AI bots can crawl OG — Structured Open Governance for AI Organizations, 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
#2,265,914 of 2,705,580 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About OG — Structured Open Governance for AI Organizations
from our crawl and measurement
OG Structured Open Governance for AI Organizations is a business whose own site puts it this way: "Open Governance Framework OG Structured open governance for AI organizations." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found an llms.txt file for AI models and a readable heading structure. It is missing structured data describing the business and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, OG — Structured Open Governance for AI Organizations is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to engage?
OG is multi-runtime by design. Pick the access path for your AI. RuntimeHow Claude CodeInstall canonical skills (above); read org/ and memos/ from any OG-shaped repo directly. AI with MCPConnect to ogframework.com/mcp (forward work per v0.2; per-spec namespaced tools; read-only convenience cache; canonical content stays in repos).
Is this your brand?
The exact fixes for OG — Structured Open Governance for AI Organizations
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 OG — Structured Open Governance for AI Organizations.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ogframework
Cite this score: Engagemii (2026). "AEO Score for OG — Structured Open Governance for AI Organizations." Retrieved from https://engagemii.com/aeo/brands/ogframework
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform