Comparison

Labelbox vs Prodigy

No leader: the top candidate Labelbox has only 0.21 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Labelbox53
Prodigy6
Score
Vioscale score
Labelbox53 / 100low · 21%updating
Prodigy6 / 100low · 15%updating
Pricing
Free tier
Labelbox
Prodigy
Model
Labelboxfreemium
Prodigycommercial
Price level
Labelbox
Prodigyunknown
Transparent
Labelbox
Prodigy
Integrations
Count
Labelbox
Prodigy3
Security
Disclosure policy
Labelbox
Prodigy
Gdpr
Labelbox
Prodigy
Hipaa
Labelbox
Prodigy
Iso27001
Labelbox
Prodigy
Soc2
Labelbox
Prodigy
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for data labeling. “-” means undocumented, not absent.

Capabilities
Model assisted labeling
Labelbox-
Prodigy-
Programmatic labeling
Labelbox-
Prodigy-
Rlhf preference data
Labelbox-
Prodigy-
On prem private cloud
Labelbox-
Prodigy-
Open source
Labelbox-
Prodigy-
SOC2
Labelbox-
Prodigy-

What each one is

The product in its own terms, so the numbers below have context.

Labelbox

A platform providing training data, evaluation infrastructure, and expert human feedback for AI model development. Includes specialized support for reinforcement learning, robotics, and enterprise AI agent applications.

Independently observed

Prodigy

Prodigy is a downloadable developer tool that helps teams efficiently annotate training data and build machine learning models. It runs entirely on user infrastructure, integrates with spaCy and other Python libraries, and supports customizable automated workflows and human-in-the-loop annotation processes.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Labelbox

Pricing not documented yet.

Prodigy

Perpetual licence

Lifetime license, pay once, use forever

as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Labelbox
Prodigy
CLI
Labelbox
Prodigy
Deployment
Cloud / SaaS
Labelbox
Prodigy
Self-hosted
Labelbox
Prodigy
On-premise
Labelbox
Prodigy

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Labelbox

Not documented yet.

Prodigy

3 total
  • spaCy
  • OpenAI
  • PyTorch
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.