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AI Visibility Scorecard
liquid.ai · information services
Somewhat visible. AI bots can read Liquid AI: Build efficient general, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT
#40,061 of 2,808,083 in Technology for AI visibility
6.9
/10
AEO Score
from our crawl and measurement
Liquid AI: Build efficient general describes itself simply: "Liquid AI is an efficiency-first foundation model company. We build highly capable, compute-optimized models that bring intelligence to any device and medium of choice." Its AI visibility score is 6.9 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 clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and press coverage is thin. Beyond that, AI engines do not yet recognise it as a distinct business.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2023.
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
6
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
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
7
Forum and community discussion.
6
Reddit mentions and discussion.
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 6.9/10, Liquid AI: Build efficient general has a working base to build on - fixable, and the signals above are where to start.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liquid-ai
Cite this score: Engagemii (2026). "AEO Score for Liquid AI: Build efficient general." Retrieved from https://engagemii.com/aeo/brands/liquid-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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