Windmill vs IBM

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

IBM leads in AI visibility (80 vs 35)

Windmill

EmergingOperations Tech

Workflow Orchestration

Open-source developer platform for building internal tools, scripts, and workflows that can be written in Python, TypeScript, Go, or Bash and orchestrated as production pipelines.

AI VisibilityBeta
Overall Score
D35
Category Rank
#2 of 2
AI Consensus
69%
Trend
up
Per Platform
ChatGPT
36
Perplexity
29
Gemini
30

About

Windmill is an open-source developer platform founded in 2022 that enables engineering teams to turn scripts written in Python, TypeScript, Go, Bash, or SQL into fully operational internal tools, scheduled jobs, and event-driven workflows without building surrounding infrastructure from scratch. Each script automatically gets a UI form, an API endpoint, a job queue, logging, secrets management, and scheduling — the boilerplate that typically takes weeks to implement is generated automatically, so developers focus exclusively on business logic. Windmill can be self-hosted on any infrastructure or used via its managed cloud service.

Full profile

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

35
Overall Score
80
#2
Category Rank
#56
69
AI Consensus
67
up
Trend
up
36
ChatGPT
74
29
Perplexity
71
30
Gemini
84
27
Claude
74
39
Grok
81

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