AI Visibility Scorecard
OTTO
openliquidhandler.com · Technology
Borderline visible. AI bots can crawl OTTO, 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 21 times
Perplexity · Claude · Meta AI · Amazon Alexa
#522,772 of 2,704,150 in Technology for AI visibility
62
AI Naming Predictability
iRarely named · 62/100
Technology average 28
Top 9% of Technology
See what's behind this score →4.7
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About OTTO
from our crawl and measurement
OTTO describes itself simply: "OTTO is an open-source liquid handler that can automatically prepare samples for qPCR, flow cytometry, and other biological assays that rely on accurate liquid dispensing." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (WebSite) 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).
- Company ·
- OTTO
- Website ·
- openliquidhandler.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 31, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Strong
Recognized in AI knowledge graphs.
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 4.7/10, OTTO is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for OTTO
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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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openliquidhandler
Cite this score: Engagemii (2026). "AEO Score for OTTO." Retrieved from https://engagemii.com/aeo/brands/openliquidhandler
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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