Google Cloud
Google Vertex AI
Google Cloud's platform for building, training, and running AI models, now being renamed Gemini Enterprise Agent Platform.
Scores compare tools within the same category.
Google Cloud
Google Cloud's platform for building, training, and running AI models, now being renamed Gemini Enterprise Agent Platform.
A toolkit for training AI models and building AI agents on top of a company's data, built into the Databricks data platform.
A cloud analytics and AI platform combining statistics, machine learning, and an AI copilot, from the long-established statistics software maker SAS.
IBM's platform for building predictive, generative, and agent-based AI, with published usage and enterprise pricing.
DigitalOcean
A cloud GPU platform for training and running machine learning models, billed by the second with no long-term contract, now owned by DigitalOcean.
Built-in AI features inside the Snowflake data platform that let analysts ask data questions in plain English and build agents with SQL.
The AI engine inside a drag-and-drop data analytics platform for analysts who automate reporting without coding, now sold as Alteryx One.
A team dashboard for the open-source Data Version Control system, which tracks datasets and models the way Git tracks code, now called DataChain Studio.
A tool for tracking machine learning experiments and for testing, monitoring, and debugging AI apps, with prices published online.
An AI infrastructure platform for managing GPU clusters, running experiments, and deploying models across cloud and on-premises hardware.
Amazon Web Services
AWS's platform for building, training, and running machine learning models, now expanded into a hub for data and AI work.
Microsoft
Microsoft's cloud platform for building, training, and deploying machine learning models, billed only for the compute you use.
A data science platform where analysts and coders build AI models and agents side by side, using visual steps or written code.
An enterprise platform for building and governing predictive, generative, and agent-based AI, in the cloud or on a company's own servers.
A platform for building and governing AI models with a documented approval trail, rooted in regulated fields like life sciences and banking.
An automated machine learning platform with free open-source tools at its core and paid governance and generative AI features on top.
A free, open-source data science tool where analysts build workflows by connecting visual blocks, with paid team and governance options.
A platform that links a company's scattered data into one shared model of its business and builds AI agents on top, sold through direct contracts.
Siemens (Altair)
A visual, drag-and-drop data science platform for teams that want machine learning without heavy coding, now owned by Siemens.
CoreWeave (Weights & Biases)
A widely used tool for tracking machine learning experiments and testing AI apps, now part of GPU cloud provider CoreWeave.