AI Visibility Scorecard
Guardant Health
cd4shield.com · Healthcare
Borderline visible. AI bots can crawl Guardant Health, 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 2 times
Claude
#241,535 of 925,301 in Healthcare for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Healthcare average 11
Top 55% of Healthcare
See what's behind this score →4
-
Network Authority
iNot connected yet
Healthcare average 0.0
0 relationships · Healthcare average 3
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Healthcare average 18
See what's behind this score →0
About Guardant Health
from our crawl and measurement
Guardant Health is a Palo Alto, CA business whose own site puts it this way: "Shield™: Finally, 168体彩历史记录飞艇查开奖结果 飞行艇168开采结果实时播放 168开奖查询网站，飞艇体彩历史查阅号码记录查询 2026年新版幸运飞飞艇168开奖结果，即时获取全面性的历史记录专业数据分析，精准全国开奖历史计划 a colon cancer screening option to get excited about, Now you." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Guardant Health
- Website ·
- cd4shield.com
- Industry ·
- Healthcare
- Location ·
- Palo Alto, CA
- Site status ·
- Live
- Last scored ·
- Oct 2, 2026
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
Good
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 read your site and name it in answers. At 4/10, Guardant Health is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Guardant Health
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Guardant Health.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cd4shield
Cite this score: Engagemii (2026). "AEO Score for Guardant Health." Retrieved from https://engagemii.com/aeo/brands/cd4shield
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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