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AI Visibility Scorecard
Louisville MSD | Project WIN
msdprojectwin.org · Home & Living
Somewhat visible. AI bots can read Louisville MSD | Project WIN, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#95,720 of 1,244,256 in Home & Living for AI visibility
5.8
/10
AEO Score
About Louisville MSD | Project WIN
from our crawl and measurement
Louisville MSD is a business whose own site puts it this way: "MSD’s program to respond to the Federal Consent Decree. Project WIN includes a series of sewer overflow reduction projects defined in the Integrated Overflow Abatement Plan (IOAP)." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
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
9
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
1
Press and news coverage.
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 5.8/10, Louisville MSD | Project WIN has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Louisville MSD | Project WIN
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/msdprojectwin-org
Cite this score: Engagemii (2026). "AEO Score for Louisville MSD | Project WIN." Retrieved from https://engagemii.com/aeo/brands/msdprojectwin-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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