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LIBERTY EDGE
AEO Score: 6/10
Monitoring for AI engine activity
In the Engagemii AEO index
#48,264 of 672,314 in Automotive for AI visibility
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. Two-thirds of websites are invisible to them. LIBERTY EDGE just got measured.
6/10 means LIBERTY EDGE is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.
About LIBERTY EDGE
Liberty Edge delivers operations consulting and supply chain transformation for PE-backed companies, mid-market 3PLs, and growth-stage operators. Founded by Saurin S. Mehta — 20+ years of verified results including a $45M EBIT swing and 44% turnover reduction.
Key Topics
Details
Industry: Automotive
liberty-edge.comAI Visibility Breakdown
3
Structured Data
9
Content Structure
8
Entity Clarity
6
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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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 July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liberty-edge
Cite this score: Engagemii (2026). "AEO Score for LIBERTY EDGE." Retrieved from https://engagemii.com/aeo/brands/liberty-edge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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