Cradle Bio vs IBM

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

IBM leads in AI visibility (80 vs 20)
Cradle Bio logo

Cradle Bio

EmergingBiotechnology

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
D20
Category Rank
#1 of 1
AI Consensus
64%
Trend
up
Per Platform
ChatGPT
24
Perplexity
17
Gemini
15

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
IBM logo

IBM

LeaderEnterprise Software

General

Armonk NY hybrid cloud and enterprise AI (NYSE: IBM) at $62.8B revenue; $6B+ generative AI bookings, record $12.7B free cash flow 2024, DataStax acquisition for watsonx vector database competing with Microsoft Azure for enterprise AI.

AI VisibilityBeta
Overall Score
A80
Category Rank
#56 of 1158
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
74
Perplexity
71
Gemini
84

About

International Business Machines Corporation (IBM) is an Armonk, New York-based global technology and consulting company — publicly traded on the New York Stock Exchange (NYSE: IBM) as an S&P 500 component — providing hybrid cloud infrastructure, artificial intelligence software, and enterprise IT consulting through approximately 270,300 employees in 170 countries with $62.8 billion in annual revenue. Founded on June 16, 1911, as Computing-Tabulating-Recording Company through a merger orchestrated by financier Charles Ranlett Flint, renamed IBM in 1924 under Thomas Watson Sr., IBM has undergone multiple strategic transformations over its 110+ year history: building the System/360 mainframe platform (1964), launching the IBM PC (1981), selling the PC division to Lenovo (2005, $1.75B), and completing the $34 billion Red Hat acquisition (2019) that repositioned IBM as a hybrid cloud platform company. CEO Arvind Krishna (appointed April 2020) has focused IBM's strategy on three areas: hybrid cloud (powered by Red Hat OpenShift, the enterprise Kubernetes platform), AI (the watsonx platform for enterprise AI model development and deployment), and enterprise consulting. Under Krishna, IBM recorded $12.7 billion in free cash flow in 2024 (a company record), surpassed $6 billion in generative AI bookings since June 2023, and saw the stock price double — trading at all-time highs through 2024-2025. IBM announced the DataStax acquisition in 2025 to deepen watsonx's data layer with AstraDB (vector database for AI applications), DataStax Enterprise (Apache Cassandra), and Langflow (low-code AI agent development).

Full profile

AI Visibility Head-to-Head

20
Overall Score
80
#1
Category Rank
#56
64
AI Consensus
67
up
Trend
up
24
ChatGPT
74
17
Perplexity
71
15
Gemini
84
30
Claude
74
21
Grok
81

Capabilities & Ecosystem

Capabilities

Only Cradle Bio
AI Protein Engineering
IBM is classified as company.

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