AI Visibility Scorecard
Envisioned Systems
codifiedinthecity.com · Technology
Somewhat visible. AI bots can read Envisioned Systems, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#464,554 of 2,706,693 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
85
Muse Index Score
iAI agent readiness
Transactable · 85/100
4
AI Adoption
iBasic · 4/100
About Envisioned Systems
from our crawl and measurement
Codified in the City AI Business Infrastructure, Built in One Day is a business whose own site puts it this way: "A one-day, done-for-you VIP build that turns a founder's methodology, voice, and operations into working AI infrastructure: the Codified Foundation plus the first live modules, installed." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Product, FAQPage, Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.4/10, Envisioned Systems has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Does your business have access to your intelligence,or just access to you?
Count the places where the intelligence that runs your business lives. Not the files. The intelligence: the standards you apply on every review, the way you open a sale, the sequence you walk a client through, the judgment that makes the work recognisably yours. 1 That's the number. The SOPs describe tasks, not judgment. The team executes decisions; it doesn't make them the way you make them.
Is this your brand?
The exact fixes for Envisioned Systems
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codifiedinthecity
Cite this score: Engagemii (2026). "AEO Score for Envisioned Systems." Retrieved from https://engagemii.com/aeo/brands/codifiedinthecity
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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