AI Visibility Scorecard
DOD LLC
dodllc.com · Healthcare
Borderline visible. AI bots can crawl DOD LLC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 5 times
Claude · Apple Intelligence · Meta AI · ShapBot
#660,107 of 923,633 in Healthcare for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 20% of Healthcare companies
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About DOD LLC
from our crawl and measurement
DOD LLC is a business whose own site puts it this way: "Our expertise lies not only in drug discovery but also in optimizing advanced drug delivery systems, ensuring patients receive the most effective and reliable care." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.2/10, DOD LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Us?
25 Years Industry Experience Pharma & Biotech Sectors Metabolic Disease Expertise Start-ups & Large Organizations Dr. Dod Michael, the founder of Discover Optimize Develop, LLC, brings almost 25 years of experience in both the pharmaceutical and biotech sectors.
Is this your brand?
The exact fixes for DOD LLC
Which AI engines already crawl you
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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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dodllc
Cite this score: Engagemii (2026). "AEO Score for DOD LLC." Retrieved from https://engagemii.com/aeo/brands/dodllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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