AI Visibility Scorecard
ESI Source Solutions LLC
esisourcesolutions.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl ESI Source Solutions 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 4 times
Meta AI · Claude · Parallel
#25,663 of 270,370 in Manufacturing & Industrial for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Manufacturing & Industrial average 14
Top 19% of Manufacturing & Industrial
See what's behind this score →4.2
AEO Visibility
iBorderline · 4.2/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Manufacturing & Industrial average 18
See what's behind this score →?
About ESI Source Solutions LLC
from esisourcesolutions.com
ESI Source Solutions — US distributor of nanoflow LC‑MS consumables for proteomics, ABIRD, CPS‑2, and top brand columns like Aurora and uPAC.
- Company ·
- ESI Source Solutions LLC
- Website ·
- esisourcesolutions.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Woburn, MA
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 26, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
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 4.2/10, ESI Source Solutions LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for ESI Source Solutions LLC
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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 August 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/esisourcesolutions
Cite this score: Engagemii (2026). "AEO Score for ESI Source Solutions LLC." Retrieved from https://engagemii.com/aeo/brands/esisourcesolutions
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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