vioscaleAI
Comparison

Encord vs Toloka

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.

Encord full profile →Toloka full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Encord43
★Toloka53
Score
vioscaleAI score
Encord43 / 100medium · 58%
Toloka53 / 100medium · 58%
Pricing
Free tier
Encord✗
Toloka✗
Model
Encordquote
Tolokaquote
Price level
Encordunknown
Tolokaunknown
Transparent
Encord✗
Toloka✗
Integrations
Count
Encord4
Toloka6
Security
Certifications
EncordSOC 2, HIPAA
Toloka–
Gdpr
Encord✓
Toloka✓
Hipaa
Encord✓
Toloka✓
Iso27001
Encord–
Toloka✓
Soc2
Encord✓
Toloka✓
Trust center
Market
Availability
Content
Faq
Encord7 items
Toloka7 items

Capabilities

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

Capabilities
Model assisted labeling
Encord✓
Toloka✓
Programmatic labeling
Encord✓
Toloka✓
Rlhf preference data
Encord✓
Toloka✓
On prem private cloud
Encord✓
Toloka✓
Open source
Encord✓
Toloka✗
SOC2
Encord✓
Toloka✓

What each one is

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

Encord

A platform that enables teams to organize, annotate, and curate training data across multiple formats including images, video, audio, and 3D data, with built-in quality controls and production-scale workflows.

Independently observed

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

Pricing

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

Encord

Subscription

Contact sales for pricing. No public prices listed.

  • StarterContact sales
    • API & SDK
    • Multi-factor authentication
    • Cloud/VPC/On-prem deployments
    • Image and video annotation
    • DICOM & NIfTI support
    • +13 more
  • TeamContact sales
    • Everything in Starter, plus:
    • Data agents
    • Performance analytics
    • Model evaluation
    • Onboarding support
    • +5 more
  • EnterpriseContact sales
    • Everything in Team, plus:
    • Multiple workspaces
    • Single sign-on (SSO)
    • Enterprise SLA & support
    • VPC & on-prem deployments
    • +2 more
as of verify ↗

Toloka

Leader
Quote-based

Contact sales for pricing

as of verify ↗

Platform & deployment

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

Platforms
Web
Encord✓
Toloka✓
Deployment
Cloud / SaaS
Encord✓
Toloka✓
Self-hosted
Encord✓
Toloka✗
On-premise
Encord✓
Toloka✓

Integrations

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

Encord

4 total
  • AWS S3
  • Azure Data Lake Storage
  • Google Cloud Storage
  • UiPath
Independently observed

Toloka

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

Encord or Toloka: 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.