InQuery vs IBM
Side-by-side comparison of AI visibility scores, market position, and capabilities
SF YC W24 AI medical record review for health insurance prior auth and claims; $3.1M from General Catalyst/DRW/YC deploying AI agents that process clinical documentation for coverage decisions competing with Cohere Health.
About
InQuery is a San Francisco-based AI healthcare platform — backed by Y Combinator (W24) with $3.1 million in total funding from Y Combinator, General Catalyst, Amino Capital, and DRW Venture Capital — providing health insurance companies and managed care organizations with AI agents that autonomously review medical records, analyze clinical documentation, and process prior authorization and claims decisions at a speed and scale that human reviewers cannot match. Founded in 2023, InQuery applies large language models trained on clinical documentation to the insurance review workflows that currently require teams of nurses and physician advisors to manually read through hundreds of pages of medical records per case.
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.
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).
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