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Pathlight MRD
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. Pathlight MRD just got measured.
4/10 means Pathlight MRD is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About Pathlight MRD
Pathlight™ is a multi-cancer MRD test that enables clinicians to monitor cancer progression from early detection through relapse & metastasis.
Key Topics
Details
Industry: Healthcare
pathlightmrd.comAI Visibility Breakdown
2
Structured Data
6
Content Structure
6
Entity Clarity
2
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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Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on July 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pathlightmrd
Cite this score: Engagemii (2026). "AEO Score for Pathlight MRD." Retrieved from https://engagemii.com/aeo/brands/pathlightmrd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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