vioscaleAI
Comparison

Toloka vs V7 Labs

On the evidence we track, Toloka leads this comparison with a composite score of 53/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Toloka full profile →V7 Labs full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Toloka53
V7 Labs44
Score
vioscaleAI score
Toloka53 / 100medium · 58%
V7 Labs44 / 100medium · 62%
Pricing
Free tier
Toloka✗
V7 Labs✗
Model
Tolokaquote
V7 Labsquote
Price level
Tolokaunknown
V7 Labsunknown
Transparent
Toloka✗
V7 Labs✗
Integrations
Count
Toloka6
V7 Labs400
Security
Certifications
Toloka–
V7 LabsSOC 2 Type II, ISO 27001
Gdpr
Toloka✓
V7 Labs✓
Hipaa
Toloka✓
V7 Labs✓
Iso27001
Toloka✓
V7 Labs✓
Soc2
Toloka✓
V7 Labs✓
Trust center
Reliability
Sla pct
Toloka–
V7 Labs95
Market
Availability
Content
Faq
Toloka7 items
V7 Labs6 items

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

Toloka is a data curation platform where users specify their annotation goals and an agent automatically assembles the complete data collection and labeling workflow. It combines a network of 200,000+ domain experts with AI-assisted quality validation to produce training datasets for language models, AI agents, and other machine learning systems.

Independently observed

V7 Labs

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.

Toloka

Leader
Quote-based

Contact sales for pricing

as of verify ↗

V7 Labs

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
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.

In common (1)
  • Zendesk

Toloka

Leader
6 total - 5 not shared
  • Nebius
  • Microsoft Azure
  • Databricks
  • Tavily
  • Model Context Protocol (MCP)
Independently observed

V7 Labs

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

Toloka 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.