AI Visibility Scorecard
civicrest.com
civicrest.com · Technology
Borderline visible. AI bots can crawl civicrest.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,683,668 of 2,705,965 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About civicrest.com
from our crawl and measurement
civicrest.com describes itself simply: "☰ Posts Pubs Projects About A Model for Participatory Public Digital Infrastructure August 10, 2022 I hear participatory being thrown around a lot these days, including by myself." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Fair
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
Fair
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 4.3/10, civicrest.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why bother with government API directories?
API directories are important because APIs are products. An API directory is a product directory: you can think of it as both an inventory for the business owner and a catalogue of available products for the customer. Governments should have directories of their API products so that they themselves know what they have across different silos (a.k.a.
Why are API directories so hard?
People have been trying to build API directories for years. Programmable Web, RapidAPI, and others have API directories of varying levels of freshness and accuracy. It’s hard – especially when you’re relying on humans to create and maintain these directories. There are so many APIs, and they change: they get new versions, or they get deprecated, or their documentation moves to a different URL.
How can we get to maintainable, sustainable government API directories?
Many governments already have API standards and guidelines that they publish and – hopefully – adhere to. I would like to see each of these documents include a requirement that agencies keep an up-to-date machine-readable directory of their API offerings that link to the OpenAPI (or other standardized) definition for each API.
Is this your brand?
The exact fixes for civicrest.com
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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/civicrest
Cite this score: Engagemii (2026). "AEO Score for civicrest.com." Retrieved from https://engagemii.com/aeo/brands/civicrest
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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