Invisible Technologies vs Labelbox

Invisible Technologies — Application · Private · $144M raised · 2 of 2 figures sourced  |  Labelbox — Infrastructure · Private · $189M raised · 2 of 2 figures sourced

Relationship

Invisible AI Training and Terra do comparable work on data labelling; both also serve buyers who need to train or fine-tune a model; same layer and the same scale band (growth-stage private).

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

5 of 6 capabilitiesShared product typeSame scale band

5 of 6 capabilities — Shares agent orchestration, data analysis, data labelling and 2 more.

Ludbee capability tags · from the product records

Shared product type — Both ship agent platform, data service and platform.

Ludbee product records

Same scale band — Both growth-stage private.

Ludbee scale bands · from valuation and funding figures

Aligned comparison

FieldInvisible TechnologiesLabelbox
Capital raised$144M$189M Labelbox has 31% more
Employees——
Founded20152018 3 yrs later
StatusPrivatePrivate match
CategoryApplicationInfrastructure
Stack layerAgent platform, Data service, PlatformAgent platform, Application, Data service, Developer tool, Platform
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 5

Agent orchestrationData analysisData labellingEvaluation and observabilityWorkflow automation

Not verified for Labelbox · 1

Guardrails and safety

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

Not verified for Invisible Technologies · 3

Model inferenceModel trainingVector search

Recorded for Labelbox. Invisible Technologies’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

Invisible Technologies

Agent platform

AtomicAgent platform

Documents and automates manual business workflows: maps how work actually gets done, then runs every step automatically, routing to the right AI system or person and enforcing quality checks.

AxonAgent platform

Deploys agents that carry out multi-step work with tool use and an audit trail.

Platform

SynapsePlatform

Evaluates AI systems for quality, safety and accuracy against criteria a customer defines.

Data service

Invisible AI TrainingData service

Recruits and manages experts who produce training data, evaluations and reinforcement-learning environments for AI labs.

MeridialData service

Network of 24,000+ vetted domain experts, continuously screened and organized by skill, language and domain expertise, for AI data labeling, testing and edge-case handling.

NeuronData service

Data platform that pulls messy, scattered data from across a company's systems into one governed place, automatically cleaning and organizing it into an AI-ready foundation.

Labelbox

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.

No counterpart

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

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.