Comparison

Toloka vs V7 Labs

On the evidence we track, Toloka leads this comparison with a composite score of 43/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Toloka43
V7 Labs27
Score
Vioscale score
Toloka43 / 100low · 41%
V7 Labs27 / 100low · 47%
Pricing
Free tier
Toloka
V7 Labs
Model
Tolokaquote
V7 Labscommercial
Price level
Tolokaunknown
V7 Labsunknown
Transparent
Toloka
V7 Labs
Integrations
Count
Toloka6
V7 Labs15
Security
Gdpr
Toloka
V7 Labs
Hipaa
Toloka
V7 Labs
Iso27001
Toloka
V7 Labs
Soc2
Toloka
V7 Labs
Reliability
Sla pct
Toloka
V7 Labs95
Market

Capabilities

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

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

What each one is

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

Toloka

Leader

Platform that builds custom data collection and annotation pipelines for AI model development, leveraging a network of specialists across domains to create training datasets, preference data, and quality assurance for LLMs and AI agents.

Independently observed

V7 Labs

A workflow automation system powered by AI agents that processes complex documents and executes multi-step business processes. It enables teams to automate high-stakes tasks like investment due diligence, compliance review, and document analysis through AI-driven reasoning integrated with existing business tools.

Independently observed

Pricing

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

Toloka

Leader
Quote-based
as of verify ↗

V7 Labs

Hybrid

Custom pricing based on: base platform fee, flexible user seat pricing, and pay-as-you-go data/document processing volume. Contact sales for quotes.

as of verify ↗

Platform & deployment

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

Platforms
Web
Toloka
V7 Labs
CLI
Toloka
V7 Labs
Deployment
Cloud / SaaS
Toloka
V7 Labs
On-premise
Toloka
V7 Labs

Integrations

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

Toloka

Leader
6 total
  • Nebius
  • Microsoft Azure
  • Zendesk
  • Databricks
  • Tavily
  • Model Context Protocol (MCP)
Independently observed

V7 Labs

15 total
  • Salesforce
  • Microsoft SharePoint Online
  • Google Drive
  • Slack
  • HubSpot
  • Notion
  • Attio
  • Granola
  • Linear
  • Zapier
  • Make
  • AWS S3
  • OpenAI
  • Claude
  • Gemini
Independently observed

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