vioscaleAI
Comparison

Prodigy vs V7 Labs

On the evidence we track, V7 Labs leads this comparison with a composite score of 44/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Prodigy full profile →V7 Labs full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Prodigy36
★V7 Labs44
Score
vioscaleAI score
Prodigy36 / 100low · 15%
V7 Labs44 / 100medium · 62%
Pricing
Free tier
Prodigy✗
V7 Labs✗
Model
Prodigycommercial
V7 Labsquote
Price level
Prodigyunknown
V7 Labsunknown
Transparent
Prodigy✗
V7 Labs✗
Integrations
Count
Prodigy3
V7 Labs400
Security
Certifications
Prodigy–
V7 LabsSOC 2 Type II, ISO 27001
Gdpr
Prodigy–
V7 Labs✓
Hipaa
Prodigy–
V7 Labs✓
Iso27001
Prodigy–
V7 Labs✓
Soc2
Prodigy–
V7 Labs✓
Trust center
Reliability
Sla pct
Prodigy–
V7 Labs95
Market
Availability
Content
Faq
Prodigy4 items
V7 Labs6 items

Capabilities

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

Capabilities
Model assisted labeling
Prodigy-
V7 Labs-
Programmatic labeling
Prodigy-
V7 Labs-
Rlhf preference data
Prodigy-
V7 Labs-
On prem private cloud
Prodigy-
V7 Labs-
Open source
Prodigy-
V7 Labs-
SOC2
Prodigy-
V7 Labs✓

What each one is

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

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

V7 Labs

Leader

A workflow automation platform that uses AI agents to process large volumes of documents, extract structured information, and coordinate actions across connected business systems, designed for investment analysis, underwriting, and compliance.

Independently observed

Pricing

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

Prodigy

Perpetual licence

Lifetime license, pay once, use forever

as of verify ↗

V7 Labs

Leader
Quote-based

Custom annual agreements based on three components: platform access, user roles, and document volume processed. No public pricing published.

as of verify ↗

Platform & deployment

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

Platforms
Web
Prodigy✓
V7 Labs✓
CLI
Prodigy✓
V7 Labs✓
Deployment
Cloud / SaaS
Prodigy✓
V7 Labs✓
Self-hosted
Prodigy✓
V7 Labs✗
On-premise
Prodigy✓
V7 Labs✗

Integrations

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

In common (1)
  • OpenAI

Prodigy

3 total - 2 not shared
  • spaCy
  • PyTorch
Independently observed

V7 Labs

Leader
31 total - 30 not shared
  • Salesforce
  • Microsoft SharePoint Online
  • Google Drive
  • Slack
  • HubSpot
  • Notion
  • Attio
  • Granola
  • Linear
  • Zapier
  • Make
  • AWS S3
  • Claude
  • Gemini
  • SharePoint
  • Bloomberg
  • Tableau
  • AWS
  • Zendesk
  • Freshdesk
  • Intercom
  • ClickUp
  • Procore
  • OneDrive
  • +6 more
Independently observed
Still deciding?

Prodigy or V7 Labs: 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.