Arize AI vs Dataiku

Arize AI — Infrastructure · Private · 1 of 1 figure sourced  |  Dataiku — Application · Private · $3.7B valuation · 4 of 4 figures sourced

Relationship

Arize AX and Dataiku Agent Hub both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Arize AI's scale not recorded.

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

3 of 3 capabilitiesShared product type

3 of 3 capabilities — Shares agent orchestration, data analysis and evaluation and observability.

Ludbee capability tags · from the product records

Shared product type — Both ship AI agent, infrastructure service and platform.

Ludbee product records

Aligned comparison

FieldArize AIDataiku
Sizenot disclosed$3.7B valuation
Employees—1,250
Founded20202013 7 yrs earlier
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAI agent, Developer tool, Infrastructure service, PlatformAI agent, Agent platform, Infrastructure service, Platform
HeadquartersBerkeley, USANew York, USA

Capability overlap

Shared · 3

Agent orchestrationData analysisEvaluation and observability

Not verified for Arize AI · 5

Data securityGuardrails and safetyModel inferenceModel trainingWorkflow automation

Recorded for Dataiku. Arize AI’s product records say nothing either way — a missing record is not a missing capability.

Arize AI has no capability Dataiku lacks, among the 3 recorded here.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Arize AI

AI agent

AlyxAI agent

AI engineering agent built into Arize AX that reads a project's traces, prompts, datasets and evals and acts on them — investigating issues, improving prompts and running evaluations from a full-page or side-chat surface whose context carries across pages.

Platform

Arize AXPlatform

AI observability platform that traces, evaluates and monitors machine-learning and LLM applications in production, surfacing issues and root causes.

Infrastructure service

Arize Database (adb)Infrastructure service

An AI-native datastore (built on Apache Iceberg) that unifies observability and evaluation data in open formats for zero-copy access across the AI/data stack.

Dataiku

AI agent

Dataiku CobuildAI agent

AI building agent that turns a business objective written in plain language into a governed Dataiku project of data pipelines, models, agents and applications rendered as an editable visual workflow.

Platform

DataikuPlatform

Platform for building, deploying and governing data, machine-learning and agent workflows across an organisation.

Infrastructure service

Dataiku Agent ManagementInfrastructure service

Cross-platform governance product that discovers every AI agent an enterprise is running -- on Microsoft Copilot Studio, Azure Foundry, Salesforce Agentforce, AWS Bedrock, Google Vertex, Databricks, Snowflake Cortex, n8n or Dataiku itself -- measures each agent's business and technical performance, and flags the ones that pose the greatest risk. Announced 2026-09-24; distinct from Dataiku Agent Hub, which creates and operationalizes agents rather than discovering and governing agents built anywhere.

Dataiku LLM Guard ServicesInfrastructure service

Control layer over the Dataiku LLM Mesh that caps LLM spend, screens prompts and outputs for sensitive or malicious content, and scores model output quality.

Dataiku LLM MeshInfrastructure service

Centralised gateway that routes, meters and governs an organisation's connections to multiple LLM providers from inside the Dataiku platform.

No counterpart

Arize AI sells these in a stack layer with no product recorded for Dataiku yet — nothing on the other side to compare them against.

Developer tool

Arize PhoenixDeveloper tool

Open-source platform for tracing, evaluating and experimenting with LLM and agent applications, run locally, via Docker/Kubernetes, or as free Phoenix Cloud instances.

Dataiku sells these in a stack layer with no product recorded for Arize AI yet — nothing on the other side to compare them against.

Agent platform

Dataiku Agent HubAgent platform

Centralised control plane inside the Dataiku platform for creating, orchestrating, deploying and tracking AI agents across teams.

Dataiku E2AAgent platform

Expert-to-Agent engine that converts subject-matter-expert know-how into governed AI agents grounded in enterprise data with structured reasoning and human oversight.