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AI Visibility Scorecard

MDL Cases

MDL Cases

Unclaimed

mdlcases.com · Legal

Somewhat visible. AI bots can read MDL Cases, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#96,982 of 358,353 in Legal for AI visibility

5.2

/10

AEO Score

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About MDL Cases

from our crawl and measurement

MDL Cases is a business whose own site puts it this way: "MDLCases.com includes comprehensive listing of mass torts in product liability (dangerous drugs, faulty medical devices, toxic chemicals in consumer products)." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Legal
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

9

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion 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 5.2/10, MDL Cases has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for MDL Cases

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MDL Cases: How-To

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 August 9, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mdlcases

Cite this score: Engagemii (2026). "AEO Score for MDL Cases." Retrieved from https://engagemii.com/aeo/brands/mdlcases

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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