Labelbox vs UiPath

Labelbox — Infrastructure · Private · $189M raised · 2 of 2 figures sourced  |  UiPath — Application · Public · $7.2B mkt cap · 5 of 5 figures sourced

Relationship

Annotate and UiPath IXP both serve buyers who need to extract facts from text; similar scale (public).

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

5 of 8 capabilitiesShared product type

5 of 8 capabilities — Shares agent orchestration, data analysis, model inference and 2 more.

Ludbee capability tags · from the product records

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

Ludbee product records

Aligned comparison

FieldLabelboxUiPath
Size$189M raised$7.2B mkt cap different basis
Employees—3,981
Founded20182005 13 yrs earlier
StatusPrivatePublic
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, PlatformAgent platform, Application, Developer tool, Platform
HeadquartersSan Francisco, USANew York, USA

Capability overlap

Shared · 5

Agent orchestrationData analysisModel inferenceModel trainingWorkflow automation

Not verified for UiPath · 3

Data labellingEvaluation and observabilityVector search

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

Not verified for Labelbox · 2

Agentic codingDocument extraction

Recorded for UiPath. Labelbox’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

Labelbox

Application

AnnotateApplication

Annotate is the data labeling product within Labelbox, providing 10+ built-in editors for multimodal chat, LLM evaluation, prompt/response generation, computer vision and NLP, plus customizable labeling and review workflows and team performance monitoring.

CatalogApplication

Catalog is Labelbox's data curation and search product providing out-of-the-box search across images, text, video, conversations and documents over metadata, vector embeddings and annotations without building your own vector database infrastructure.

Agent platform

RecursionAgent platform

Labelbox's reinforcement-learning platform for developing, evaluating and deploying enterprise specialist agents, connecting RL environments, evaluation systems and a training loop that fine-tunes models from graded rollout trajectories.

Developer tool

Labelbox FoundryDeveloper tool

Foundry runs third-party foundation models over data already in Labelbox to pre-label and enrich image, text and document datasets without code, routing the predictions to human review; billed as inference cost per model run plus Labelbox Units.

Platform

HorizonPlatform

Horizon supplies RL training gyms and evaluations for reasoning, tool use and computer use, using WorldSim to simulate enterprise environments such as GitLab, Jira, CRM, email and chat and to produce calibrated reward and preference signals for post-training.

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

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

Data service

AlignerrData service

Alignerr is Labelbox's expert-network product that routes AI training and evaluation tasks to credentialed contributors across 200+ knowledge domains and 40+ countries and returns structured outputs for RL training, RLHF and evaluation workflows.

TerraData service

Terra is Labelbox's robotics data product delivering video, trajectories and multimodal annotations across pre-training, post-training and evaluation stages, including expert teleoperation with action labels and multiple camera perspectives for embodied foundation models.