Labelbox vs Vercel

Labelbox — Infrastructure · Private · $189M raised · 2 of 2 figures sourced  |  Vercel — Application · Private · $9.3B valuation · 4 of 4 figures sourced

Relationship

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

Aligned comparison

FieldLabelboxVercel
Size$189M raised$9.3B valuation different basis
Employees—915
Founded20182015 3 yrs earlier
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, PlatformAI agent, API service, Application, Developer tool
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 3

Agent orchestrationEvaluation and observabilityModel inference

Not verified for Vercel · 5

Data analysisData labellingModel trainingVector searchWorkflow automation

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

Not verified for Labelbox · 4

Agentic codingCode generationModel hostingThreat detection and response

Recorded for Vercel. 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.

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.

Vercel

Application

v0Application

Generates working user interfaces and full-stack app code from a written prompt or an existing design reference.

Developer tool

Vercel BotIDDeveloper tool

Detects automated abuse of web and AI endpoints; free Basic mode, paid Deep Analysis for Pro and Enterprise plans.

Vercel ConnectDeveloper tool

Manages authenticated connections for AI agents.

Vercel SandboxDeveloper tool

Runs agent-generated code in isolated microVMs.

No counterpart

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

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.

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.

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.

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

API service

Vercel AI GatewayAPI service

A single endpoint for hundreds of AI models, handling API keys, rate limits and failover on the caller's behalf.

AI agent

Vercel AgentAI agent

Investigates production issues and reviews code, with Tasks, Recipes and a Software Factory workflow.