Dataiku

Dataiku is a data science and AI platform where analysts and data scientists prepare data, build and deploy machine learning models, and now build AI agents through its Agent Hub, using either visual drag-and-drop steps or written code. A feature called LLM Mesh lets a team route requests to different language model providers from one place and monitor how each is used. Admins set governance policies, track data lineage, and manage approvals across every model and agent in the system. It is made by the company Dataiku, runs on AWS, Azure, or Google Cloud, and connects to data warehouses such as Snowflake and Databricks. Gartner named Dataiku a Leader in its Magic Quadrant for the fourth year running.

This fits a company with both technical data scientists and business analysts who need to work in the same tool, since it supports visual workflows and raw code side by side. A good starting point is a pilot with one analytics or operations team building a single model, such as a churn predictor, before opening the platform to more users. Dataiku does not publish list pricing, so treat any number from a sales conversation as a starting point for negotiation and ask for a time-boxed trial first. The main risks are the cost of named user licenses as more teams adopt the tool, and the effort needed to set clear governance rules before agents and models multiply across departments.