Databricks vs UiPath

Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced  |  UiPath — Application · Public · $7.2B mkt cap · 5 of 5 figures sourced

Relationship

Databricks Model Training and UiPath AI Center do comparable work on model training; smaller scale (public).

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

6 of 12 capabilitiesShared product typeSmaller scale

6 of 12 capabilities — Shares agent orchestration, data analysis, document extraction and 3 more.

Ludbee capability tags · from the product records

Shared product type — Both ship agent platform, application, developer tool and 1 more.

Ludbee product records

Smaller scale — UiPath: $7.2B market cap, against Databricks's $190B valuation.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldDatabricksUiPath
Size$190B valuation$7.2B mkt cap different basis
Employees10,0003,981 UiPath has 2.5× fewer
Founded20132005 8 yrs earlier
StatusPrivatePublic
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, PlatformAgent platform, Application, Developer tool, Platform
HeadquartersSan Francisco, USANew York, USA

Capability overlap

Shared · 6

Agent orchestrationData analysisDocument extractionModel inferenceModel trainingWorkflow automation

Not verified for UiPath · 6

Evaluation and observabilityGuardrails and safetyModel hostingPresentation generationKnowledge retrievalVector search

Recorded for Databricks. UiPath’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Databricks · 1

Agentic coding

Recorded for UiPath. Databricks’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

Databricks

Application

AI/BIApplication

AI-native business-intelligence product comprising AI/BI Dashboards (AI-assisted dashboard/visualization creation) and Genie Spaces (conversational natural-language exploration of data), built into the Databricks Data + AI Platform with Unity Catalog governance and no per-seat licensing.

Genie OneApplication

AI coworker (the evolution of the earlier Databricks Assistant/Genie) that lets business users ask questions, take action and drive outcomes over enterprise data via natural language, integrating with Slack, Teams, Jira, Google Drive and Salesforce, with mobile apps.

Agent platform

Agent BricksAgent platform

A control plane for building, evaluating, governing and monitoring AI agents across proprietary and open-source models, with native MCP support.

Developer tool

Databricks Model TrainingDeveloper tool

A managed service for fine-tuning open-source LLMs or training custom models on enterprise data using dedicated GPU infrastructure.

Platform

Databricks AIPlatform

Databricks' tooling for building, fine-tuning, serving and evaluating models and agents on lakehouse data.

Databricks Data + AI PlatformPlatform

Lakehouse platform for storing, governing, querying and sharing enterprise data.

UiPath

Application

UiPath AutopilotApplication

Assistant that builds and runs automations from natural-language instructions inside the UiPath platform.

UiPath Communications MiningApplication

Extracts intent, sentiment and context data from messages and communications, part of the UiPath IXP platform.

UiPath Document UnderstandingApplication

Extracts and interprets data from documents using AI, part of the UiPath IXP platform.

UiPath IXPApplication

Intelligent Xtraction & Processing: classifies documents and communications of any layout, extracts and validates the fields, and hands the result to UiPath's agents and workflows as automation-ready data.

UiPath Maestro CaseApplication

Case-management capability of UiPath Maestro for document-heavy cases combining agents and people.

UiPath Maestro FlowApplication

Orchestrates AI agents and deterministic workflows together within UiPath Maestro.

UiPath Process IntelligenceApplication

Discovers and analyzes business processes to find automation opportunities.

UiPath ScreenPlayApplication

Executes interface automations from natural-language instructions.

Agent platform

UiPath MaestroAgent platform

Orchestrates agents, robots and people across a business process from one model of that process.

Developer tool

UiPath AI CenterDeveloper tool

Embeds machine-learning models into UiPath automations, with cloud or on-premises deployment and a 60-day free trial.

UiPath Test CloudDeveloper tool

Creates, executes and manages software tests with AI, for both automations and applications.

Platform

UiPath PlatformPlatform

Automation platform combining robotic process automation, orchestration and AI agents over enterprise workflows.

No counterpart

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

Infrastructure service

Unity GatewayInfrastructure service

Enterprise AI gateway providing centralized cost tracking/budgets, model access (Claude, GPT, Gemini, Grok and others), security/governance (access policies, PII/PHI filtering, audit trails), smart routing and observability across an organization's AI systems.

Data service

Databricks AI SearchData service

A managed hybrid semantic, keyword and vector search service (formerly Mosaic AI Vector Search) with automatic data sync and Unity Catalog governance.

Model API

Databricks Model ServingModel API

A managed endpoint service for deploying and governing classical ML models, generative models and agents from one interface.

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