Labelbox vs TIFIN

Labelbox — Infrastructure · Private · $189M raised · 2 of 2 figures sourced  |  TIFIN — Application · Private · $842M valuation · 2 of 2 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

FieldLabelboxTIFIN
Size$189M raised$842M valuation different basis
Employees——
Founded2018—
StatusPrivatePrivate match
CategoryInfrastructureApplication
Stack layerAgent platform, Application, Data service, Developer tool, PlatformAgent platform, Application
HeadquartersSan Francisco, USABoulder, USA

Capability overlap

Shared · 3

Agent orchestrationData analysisWorkflow automation

Not verified for TIFIN · 5

Data labellingEvaluation and observabilityModel inferenceModel trainingVector search

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

Not verified for Labelbox · 3

Document extractionFinancial analysisSales outreach

Recorded for TIFIN. 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.

TIFIN

Application

TIFIN AMPApplication

Distribution-science product for wealth firms, asset managers and carriers, using supervised AI models to score and surface growth opportunities across a distribution book.

Agent platform

TIFIN.AIAgent platform

Agentic operating system for wealth firms, sold as composable desks across operations, investments, growth and business management — onboarding and KYC, model delivery and drift, distribution, and practice analytics.

No counterpart

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

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.

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.