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Dataiku Expert-to-Agent (E2A)

Dataiku E2A (Expert-to-Agent) is the engine for translating SME expertise into governed AI agents grounded in enterprise data, structured reasoning, and human oversight — so teams can run reliable, decision-ready AI across real business workflows.

Decision-ready AI

Scale expertise with production-ready AI agents

Ground agents in enterprise context

Ensure agents work from the same trusted sources your business relies on by connecting them to governed data, documents, and business systems.

Operationalize SME reasoning at scale

Achieve repeatable, explainable, and aligned outcomes across workflows by guiding agents with defined reasoning pathways — not just prompts.

Keep humans in control

Maintain oversight, accountability, and control without slowing execution by embedding review, validation, and human intervention directly into agent workflows.

Build trusted agents shaped by SMEs

Build AI agents that combine expert reasoning with predictable behavior using visual, rule-based logic and human-in-the-loop controls.

Structured Visual Agents let SMEs and technical teams compose deterministic agent systems using visual logic, branching, reflection, memory, and agent handovers.

Maintain strict control over complex workflows with human approvals and enforceable tool usage.

Agent expoert building agents-full stack

Optimize decision-making across the agent lifecycle

Define, test, and monitor agent behavior with built-in review and evaluation capabilities.

See how agents operate in practice — what tools they call, how decisions are made, and the outcomes they produce — with full auditability and accountability by default.

Use Agent Review to validate behavior against repeatable scenarios and SME-defined standards, and Agent Evaluation to track performance over time to ensure consistent, reliable outcomes as agents evolve.

From testing to production, performance visibility and control are embedded across the entire agent lifecycle.

agent to expert evaluation

Loved by customers and recognized by analysts

Dataiku named a Gartner® Magic Quadrant™ Leader

Dataiku was recognized as a Leader for the fourth time in the 2025 Gartner® Magic Quadrant™ for data science & ML platforms.

“The platform is intuitive, collaborative, and streamlines workflows from data prep to model deployment. Dataiku has truly transformed how we handle data!”

Data scientist

Retail

Dataiku named a Gartner® Magic Quadrant™ Leader

Dataiku was recognized as a Leader for the fourth time in the 2025 Gartner® Magic Quadrant™ for data science & ML platforms.

Frequently asked questions

Dataiku E2A (Expert-to-Agent) is the engine that turns domain expertise into governed, production-ready agents that operate on real enterprise data and systems.

Dataiku E2A is available now in Dataiku 14.4+.

Yes. Dataiku E2A is available for cloud deployments. Ask your Dataiku team about the Cloud Fast-Pass pilot program, a managed cloud environment that provides access to the latest agentic AI capabilities and functionality.

See more agentic features

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Dataiku Cobuild

Turn a business objective into a complete AI project inside Dataiku, described in plain language.

Request a demo of Dataiku

Get to know the Dataiku platform with an AI success expert.

Expert-to-Agent (E2A) | Build governed AI agents with Dataiku