Dataiku vs Fireworks AI

Dataiku — Application · Private · $3.7B valuation · 4 of 4 figures sourced  |  Fireworks AI — Infrastructure · Private · $17.5B valuation · 4 of 4 figures sourced

Relationship

Dataiku LLM Mesh and Fireworks Nexus both serve buyers who need to build on a hosted model API; larger scale (private); ships API service and model API rather than the same layer.

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 capabilitiesDifferent layerLarger scale

3 of 8 capabilities — Shares agent orchestration, model inference and model training.

Ludbee capability tags · from the product records

Different layer — Fireworks AI ships API service and model API, not the same layer.

Ludbee product records

Larger scale — Fireworks AI: $17.5B valuation, against Dataiku's $3.7B valuation.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldDataikuFireworks AI
Valuation$3.7B$17.5B Fireworks AI has 4.7× more
Employees1,250115 Fireworks AI has 11× fewer
Founded20132022 9 yrs later
StatusPrivatePrivate match
CategoryApplicationInfrastructure
Stack layerAI agent, Agent platform, Infrastructure service, PlatformAPI service, Model API
HeadquartersNew York, USASan Mateo, USA

Capability overlap

Shared · 3

Agent orchestrationModel inferenceModel training

Not verified for Fireworks AI · 5

Data analysisData securityEvaluation and observabilityGuardrails and safetyWorkflow automation

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

Not verified for Dataiku · 2

Model hostingSpeech to text

Recorded for Fireworks AI. 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

No shared stack layer with the other side.

Fireworks AI

No shared stack layer with the other side.

No counterpart

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

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.

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.

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.

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

API service

Fireworks InferenceAPI service

Serving for frontier open models and for a customer's own post-trained versions of them, on an inference engine tuned at each layer.

Fireworks Speech RecognitionAPI service

Real-time and batch speech-to-text on Fireworks, aimed at voice workflows that need low-latency transcription at scale.

Fireworks TrainingAPI service

Training and retraining of custom models on Fireworks, offered across several training surfaces and served on the same platform.

Model API

Fireworks AIModel API

Hosted API for serving and fine-tuning open-weight models, billed per token.

Fireworks NexusModel API

Drop-in API endpoint that routes each request across models to trade cost against quality.