Dataiku vs HiddenLayer
Relationship
Dataiku LLM Guard Services and Agent Harness Security do comparable work on data security; similar scale (private).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 8 capabilities — Shares data security, evaluation and observability and guardrails and safety.
Ludbee capability tags · from the product recordsShared product type — Both ship platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for HiddenLayer · 5
Recorded for Dataiku. HiddenLayer’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Dataiku · 1
Recorded for HiddenLayer. Dataiku’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Dataiku
Platform
Platform for building, deploying and governing data, machine-learning and agent workflows across an organisation.
HiddenLayer
Platform
Security platform purpose-built for AI systems: discovers models and AI supply chains across an organisation, simulates attacks against them, and detects runtime abuse such as model theft, data poisoning and adversarial inputs.
No counterpart
Dataiku sells these in a stack layer with no product recorded for HiddenLayer yet — nothing on the other side to compare them against.
AI 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.
Agent platform
Centralised control plane inside the Dataiku platform for creating, orchestrating, deploying and tracking AI agents across teams.
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.
Infrastructure 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.
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.
Centralised gateway that routes, meters and governs an organisation's connections to multiple LLM providers from inside the Dataiku platform.
HiddenLayer sells these in a stack layer with no product recorded for Dataiku yet — nothing on the other side to compare them against.
Application
Protects the orchestration layer connecting AI coding agents to tools, memory, files and enterprise systems, detecting agentic-specific threats like memory poisoning and prompt injection with platform-aware controls for Claude Code, Cursor and GitHub Copilot.
Runs adversarial attacks against a customer's own models to find where they break before an attacker does.
Inventories every model, agent and AI workflow running in an organisation, so security teams know what exists before defending it.
Watches models in production and blocks attacks against them as they happen.
Scans models an organisation builds, buys or borrows for tampering and malicious content before they reach production.