AI Visibility Scorecard
Win with Liquid
winwithliquid.com · Technology
Borderline visible. AI bots can crawl Win with Liquid, 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 5 times
Claude · Meta AI · ShapBot
#1,309,471 of 2,704,542 in Technology for AI visibility
29
AI Naming Predictability
iRarely named · 29/100
Technology average 28
Top 32% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →10
Muse Index Score
iAI agent readiness
Basic · 10/100
Technology average 17
See what's behind this score →0
About Win with Liquid
from our crawl and measurement
Win with Liquid is a business whose own site puts it this way: "Let's talk.EmailLet's Do This Enterprise brands are under pressure to create more on-brand content across increasing channels, with greater speed and precision." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Win with Liquid
- Website ·
- winwithliquid.com
- Industry ·
- Technology
- Location ·
- San Francisco, CA
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 read your site and name it in answers. At 4/10, Win with Liquid is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Win with Liquid
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Win with Liquid.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/winwithliquid
Cite this score: Engagemii (2026). "AEO Score for Win with Liquid." Retrieved from https://engagemii.com/aeo/brands/winwithliquid
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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