AI Visibility Scorecard
Bio Rad
bio-rad.com · Manufacturing & Industrial
Well-positioned for AI search. The breakdown below shows where Bio Rad is still leaving points on the table.
AI engines read this profile 15 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#48 of 270,359 in Manufacturing & Industrial for AI visibility
99
AI Naming Predictability
iAI names companies like this often · 99/100
Manufacturing & Industrial average 14
Top 1% of Manufacturing & Industrial
See what's behind this score →7.2
3.3
Network Authority
iLightly connected · 3.3/10
3 relationships on record. The bigger your network, the more likely AI picks you.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Manufacturing & Industrial average 18
See what's behind this score →0
Relationship details
See the customers, suppliers and partners named in annual reports →
About Bio Rad
from our crawl and measurement
Bio Rad is a Hercules, California business whose own site puts it this way: "Bio-Rad is a global leader in developing and manufacturing a wide range of products for the life science research and clinical diagnostic markets." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.2 out of 10.
Our crawl found structured data on the page (Organization, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
- Company ·
- Bio Rad
- Website ·
- bio-rad.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Hercules, California
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 5, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Good
Social discussion and mentions.
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 7.2/10, Bio Rad has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bio Rad
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bio-rad
Cite this score: Engagemii (2026). "AEO Score for Bio Rad." Retrieved from https://engagemii.com/aeo/brands/bio-rad
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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