Pendium
10x Science
10x Science
Visibility0
Vibe83
Businesses/Biotechnology Software/10x Science
10x Science
AI Visibility & Sentiment

10x Science

10x Science develops AI-native software for next-generation protein characterization, enabling scientists to molecularly analyze proteins at scale in real time. The platform was developed by researchers from Stanford, MIT, UC Berkeley, UCSF, and UW Madison, and is backed by Y Combinator.

Active Monitoring
10xscience.com
AI Visibility Score
0/100

Invisible

Sentiment Score
83/100
Score by Reach

How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

core
0
adjacent
0
AI Perception

Key Takeaways

How AI platforms collectively perceive and describe 10x Science today.

10x Science currently operates in a total discovery vacuum, remaining completely invisible during high-intent searches for proteomics and peptide mapping while competitors like Protein Metrics and MaxQuant dominate the conversational landscape. Although the brand is recognized in direct 'vibe checks' by Claude and AI Overviews, it is entirely absent from the critical decision-making workflows of facility managers and infrastructure architects.

Value Proposition

The first AI/ML-native omics software that delivers 10x faster processing, intelligently resolves complex PTMs, and provides vendor-neutral integration for protein characterization workflows.

Overview

10x Science develops AI-native software for next-generation protein characterization, enabling scientists to molecularly analyze proteins at scale in real time. The platform was developed by researchers from Stanford, MIT, UC Berkeley, UCSF, and UW Madison, and is backed by Y Combinator.

Mission

Democratize how scientists analyze complex protein data in real time using frontier AI software.

Products & Services
AI-native protein characterization platformTop-down proteomics analysisPeptide mapping for protein therapeuticsProteoform resolution and PTM analysisDe novo protein sequencing
Current State

Visibility Landscape

A high-level view of how 10x Science performs across AI platforms, broken down by strategic reach level — from core brand queries to growth opportunities.

ChatGPTChatGPT
ClaudeClaude
GeminiGemini
AI OverviewsAI Overviews

Reputation

Brand recognition & direct queries

0
0
0
0

Core Topics

Product/service category queries

0
0
0
0

Growth Areas

Adjacent, aspirational & visionary

Competitive Landscape
Protein Metrics
19 mentions
MaxQuant
19 mentions
Thermo
18 mentions
Waters
18 mentions
Bruker
18 mentions
Orbitrap
18 mentions
Loading visibility matrix...
Analysis

Insights & Recommended Actions

What's working, what's not, and specific steps to improve 10x Science's AI visibility.

Key Findings

Strength

Retains basic brand identity and factual awareness within Claude and AI Overviews during direct brand-specific queries

Strength

Exists within the training data of major LLMs, allowing for accurate identification when prompted specifically about the company

Gap

Total absence in 'Next-Gen Omics' and 'vendor-neutral' software queries where competitors like Waters and Bruker are frequently recommended

Recommended Actions

1

Optimize technical whitepapers for 'top-down proteoform resolution' and 'peptide mapping' keywords.

10x Science is currently invisible in these high-intent research queries while competitors are cited 15+ times.

2

Develop targeted content assets for the 'Bioinformatics Infrastructure Architect' persona.

This persona showed a 0% mention rate, representing a massive missed opportunity to influence technical gatekeepers.

3

Pursue inclusion in third-party 'Best Proteomics Software' comparison articles and benchmarks.

AI models heavily weight external citations; competitors like MaxQuant and FragPipe are winning because they are mentioned across various trusted bioinformatics platforms.

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Advanced Proteomics Research & Workflow Optimization(2 queries)

how can i get better proteoform resolution from my top-down mass spec data

0/4 platforms mentioned

Adjacent
ChatGPTChatGPT
1.Thermo
2.Zeba
3.Pierce
4.P6 spin columns
5.RapiGest

+31 more

ClaudeClaude
1.Orbitrap Fusion Lumos
2.Q-Exactive HF-X
3.ProSight
4.MASH Suite
5.UniDec

+1 more

GeminiGemini
1.GELFREE 8100
2.Expedeon
3.Abcam
4.Thermo Fisher MAbPac
5.Waters BioResolve

+13 more

AI OverviewsAI Overviews
1.Azo
2.PubMed Central
3.FLASHIda
4.Biocompare
5.TopFD

+5 more

recommend some software for de novo protein sequencing that actually works with complex PTMs

0/4 platforms mentioned

Core
The Multi-Vendor Core Facility Manager · Core Facility Director
ChatGPTChatGPT
1.PEAKS Studio
2.Bioinformatics Solutions Inc.
3.Thermo
4.Bruker
5.Waters

+27 more

ClaudeClaude
1.PEAKS Studio
2.Bioinformatics Solutions Inc.
3.MaxQuant
4.FragPipe
5.University of Michigan

+9 more

GeminiGemini
1.Orbitrap
2.timsTOF
3.Waters
4.PEAKS Studio
5.PEAKS Online

+23 more

AI OverviewsAI Overviews
1.PEAKS Studio
2.PEAKS AB
3.PEAKS PTM
4.Unimod
5.SPIDER

+8 more

Competitive Landscape

Competitive Landscape

Brands and products that AI platforms mention alongside or instead of 10x Science.

1Protein Metrics19 mentions
2MaxQuant19 mentions
3Thermo18 mentions
4Waters18 mentions
5Bruker18 mentions
6Orbitrap18 mentions
7FragPipe16 mentions
8MSFragger15 mentions
9PEAKS Studio14 mentions
10Byonic13 mentions
1110x Science0 mentions
Brand Identity

Brand Voice & Style

How AI perceives 10x Science's communication style and personality

10x Science communicates with scientific precision and technical authority while remaining accessible to researchers across experience levels. The brand voice balances cutting-edge innovation with practical utility, emphasizing speed, accuracy, and democratization of complex analysis. The tone is confident but not arrogant, using clear language to explain sophisticated AI capabilities without oversimplifying the science.

Core Tone Traits

Scientifically Authoritative

Speaks with deep domain expertise in proteomics and mass spectrometry

Innovation-Forward

Emphasizes AI/ML capabilities and next-generation approaches

Accessible & Clear

Makes complex technical concepts understandable without dumbing down

Researcher-Centric

Focuses on solving real pain points scientists face daily

Backing

Investors

Engineer content that makes AI agents recommend you

Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.