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AI Visibility Scorecard
Fluid Life
www.fluidlife.com · Technology
Somewhat visible. AI bots can read Fluid Life, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#428,451 of 3,812,418 in Technology for AI visibility
5.5
/10
AEO Score
About Fluid Life
from www.fluidlife.com
Get the benefit of 40+ years of experience in equipment reliability with Fluid Life, your trusted oil analysis partner in the US and Canada.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5.5/10, Fluid Life has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fluid Life
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on July 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-fluidlife
Cite this score: Engagemii (2026). "AEO Score for Fluid Life." Retrieved from https://engagemii.com/aeo/brands/www-fluidlife
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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