Cradle Bio vs MasterControl

Side-by-side comparison of AI visibility scores, market position, and capabilities

MasterControl leads in AI visibility (72 vs 35)
Cradle Bio logo

Cradle Bio

EmergingLife Sciences & BioTech

AI Protein Engineering

Cradle provides an AI platform for protein engineering that accelerates the design of improved enzymes, antibodies, and other biologics for industrial and therapeutic use.

AI VisibilityBeta
Overall Score
D35
Category Rank
#120 of 198
AI Consensus
91%
Trend
stable
Per Platform
ChatGPT
38
Perplexity
36
Gemini
36

About

Cradle Bio is an AI protein engineering company founded in 2021 in Amsterdam, having raised $73M to build an AI-powered protein design platform. The platform combines generative AI with wet-lab experimentation to accelerate the iterative process of engineering proteins with improved stability, activity, and manufacturability. Cradle's technology enables researchers to design thousands of protein variants computationally and prioritize those most likely to succeed in laboratory validation, compressing protein engineering timelines from years to months. The company serves both industrial biotechnology customers engineering enzymes for biomanufacturing and pharmaceutical companies developing next-generation antibody therapeutics. Cradle partners with contract research organizations and biopharmaceutical companies to integrate AI-assisted protein design into existing discovery workflows. The company has been recognized as a leader in the European deep tech ecosystem and positions protein engineering AI as enabling a new era of designed biologics for medicine and sustainable manufacturing.

Full profile
MasterControl logo

MasterControl

LeaderLife Sciences & BioTech

Quality Management & Manufacturing Execution Software

MasterControl is the leading QMS and MES platform for regulated life sciences industries, serving 1,100+ companies with $200M revenue in 2025; valued at $1.3B after $150M from Sixth Street, acquired Qualer in Mar 2025.

AI VisibilityBeta
Overall Score
B72
Category Rank
#19 of 198
AI Consensus
75%
Trend
stable
Per Platform
ChatGPT
78
Perplexity
71
Gemini
74

About

MasterControl is a leading provider of quality management system (QMS) and manufacturing execution system (MES) software for regulated industries, with a primary focus on pharmaceuticals, medical devices, biotechnology, and food and beverage. The company's AI-powered platform digitizes and automates compliance-critical workflows including document control, training management, audit management, change control, corrective and preventive action (CAPA), risk management, and electronic batch records — replacing paper-based processes that are error-prone, audit-vulnerable, and incompatible with modern manufacturing velocity.

Full profile

AI Visibility Head-to-Head

35
Overall Score
72
#120
Category Rank
#19
91
AI Consensus
75
stable
Trend
stable
38
ChatGPT
78
36
Perplexity
71
36
Gemini
74
35
Claude
74
34
Grok
67

Key Details

Category
AI Protein Engineering
Quality Management & Manufacturing Execution Software
Tier
Emerging
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Cradle Bio
AI Protein Engineering

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.