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AI Visibility Scorecard
infrastructureforward.org · Government & Public Sector
Somewhat visible. AI bots can read Civic Infrastructure Collaborative, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#22,338 of 104,782 in Government & Public Sector for AI visibility
5.6
/10
AEO Score
from our crawl and measurement
Civic Infrastructure Collaborative describes itself simply: "Civic Infrastructure Collaborative drives urban value through collaboration & tech innovation. Join us in enhancing public and private infrastructure in Chicago and beyond." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on a few credibility markers and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers and structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The business dates to 2021.
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
2
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.
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 5.6/10, Civic Infrastructure Collaborative has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Civic Infrastructure Collaborative
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/infrastructureforward-org
Cite this score: Engagemii (2026). "AEO Score for Civic Infrastructure Collaborative." Retrieved from https://engagemii.com/aeo/brands/infrastructureforward-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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