Side-by-side comparison of AI visibility scores, market position, and capabilities
data.world is an enterprise data catalog and knowledge graph platform that connects data assets with business context for governed, AI-ready data management.
data.world is an enterprise data catalog and knowledge graph platform that represents the data landscape as a connected graph of relationships between data assets, business concepts, people, and processes — enabling organizations to answer not only "where is this data?" but "how does this data relate to our business concepts, who owns it, what policies govern it, and which other assets does it affect?" The platform's knowledge graph architecture stores metadata in a graph structure that can represent the rich interconnections between entities in the data environment more naturally than tabular catalog storage, making it possible to query the catalog with graph traversal logic that discovers relationships and dependencies that flat catalog structures cannot navigate. This approach is particularly valuable for organizations building AI applications that need richly connected contextual metadata to ground language model responses in accurate organizational knowledge.
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.
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).
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.