Comparison

Labelbox vs Prodigy

On the evidence we track, Labelbox leads this comparison with a composite score of 54/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Labelbox54
Prodigy36
Score
vioscaleAI score
Labelbox54 / 100medium · 58%
Prodigy36 / 100low · 15%
Pricing
Free tier
Labelbox✓
Prodigy✗
Model
Labelboxfreemium
Prodigycommercial
Price level
Labelbox–
Prodigyunknown
Transparent
Labelbox–
Prodigy✗
Integrations
Count
Labelbox3
Prodigy3
Security
Disclosure policy
Labelbox✓
Prodigy–
Gdpr
Labelbox✓
Prodigy–
Hipaa
Labelbox✓
Prodigy–
Iso27001
Labelbox✓
Prodigy–
Soc2
Labelbox✓
Prodigy–
Trust center
Market
Availability
Content
Faq
Labelbox6 items
Prodigy4 items

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

Leader

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

Leader

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

Leader
3 total
  • Slack
  • GitHub
  • Notion
Independently observed

Prodigy

3 total
  • spaCy
  • OpenAI
  • PyTorch
Independently observed
Still deciding?

Labelbox or Prodigy: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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