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IBM is named a Leader in Data Science & Machine Learning

IBM has been recognized as a Leader in the 2025 Gartner® Magic Quadrant™ for Data Science and Machine Learning Platforms.

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Produce powerful AI solutions with user-friendly interfaces, workflows and access to industry-standard APIs and SDKs.

Find it all in the integrated studio

Get one-stop access to capabilities that span the AI development lifecycle with built-in performance and scalability.

Collaborate in a gen AI toolkit

Unlock innovations for the AI builder through a collaborative development experience with or without code.

Work and deploy where you want

Quickly build, run and manage gen AI applications in the hybrid cloud platform of your choice.

The only AI studio you need

IBM watsonx.ai™ is an integrated AI development studio that makes building and deploying AI simple and scalable. It includes APIs, tools, customizable models, and flexible runtimes ready for use in any cloud or hybrid environment.

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Developer AI toolkit Full AI lifecycle management Faster production

Streamline the application development process

This comprehensive suite of developer-focused capabilities, preconfigured SDKs, APIs, agentic workflows, retrieval augmented generation (RAG)  frameworks and templates, advanced tuning methods and more, helps bring your AI application development process together in natural language or code. Explore AI agent development on watsonx.ai.

Reliable foundation models tailored to your needs

Access business-ready foundation models through Model Gateway. Choose from IBM Granite, third-party models, and open-source options from platforms like Hugging Face and partners such as Meta, tailored to your needs and ready to scale with your business.

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Make your data work harder

Make your data work harder

Content and code generation

Whether you need code explanation, campaigns or lesson planning, use fit-for-purpose foundation models to get a head start on quality content, both general and personalized.

Transform content creation
Knowledge management

AI developers can build and deploy ready-to-use knowledge management applications quickly with pre-built RAG templates, frameworks and APIs.

Infuse knowledge management
Insight extraction and forecasting

Streamline discovery and analysis of large amounts of data for faster, more valuable insights and forecasts specific to your needs and business requirements.

Gain insights with gen AI

Real clients. Real results.

From more customer satisfaction to deeper analysis, the numbers tell the story

Learn about IBM’s leadership among ML Ops platforms
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AddAI saw 50% fewer unanswered customer service queries

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Silver Egg Technology anticipates a 75% faster hiring process

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UHCW NHS Trust had 700 more patients seen weekly without adding staff

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Blendow Group saw 90% less time needed to summarize and analyze documents

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Follow your curiosity to the next level

Resources for deeper dives into the many ways you can put watsonx.ai to work

Developer hub

Our developer hub provides a library of templates and guides to help developers get started.

Online tutorials

Explore a curated set of demos, sample applications, trials and education for IBM’s AI solutions.

Interactive chat demo

Chat directly with an LLM such as IBM Granite in a 30-day demo and see how to put AI models to work.

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Build, deploy, and manage machine learning and generative AI solutions with watsonx.ai.

Stay on top of AI news

Blog | IBM Granite 4.0 Tiny Preview: A sneak peek at the next generation of Granite models

See a preview of the compact and compute-efficient models in our upcoming Granite 4.0 family with a preliminary version of the smallest model.

Podcast | DeepSeek facts vs hype, model distillation, and open source competition

In Mixture of Experts - episode 40, the panel tackles DeepSeek R1 misconceptions, explains model distillation, and dissects the open-source competition landscape.

AI Think Newsletter | Get AI insights delivered

Get curated selection of AI topics, trends and research sent directly to your inbox.

Article | DeepSeek's AI shows power of small models

DeepSeek-R1 is a digital assistant that performs as well as OpenAI’s o1 on certain AI benchmarks for math and coding tasks, was trained with far fewer chips and is approximately 96% cheaper to use, according to the company.

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Learn more: Learn about IBM’s leadership among ML Ops platforms according to IDC Marketscape Register for the 2024 Ventana Research Buyers Guide: GenAI Platforms Register for The Forrester Wave: AI/ML Platforms, Q3 2024