vioscale
Comparison

CVAT vs V7 Labs

No leader: the top candidate CVAT has only 0.26 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

CVAT full profile →V7 Labs full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
CVAT69
V7 Labs27
Score
Vioscale score
CVAT69 / 100low · 26%
V7 Labs27 / 100low · 47%
Pricing
Free tier
CVAT✓
V7 Labs✗
Model
Price level
CVATlow
V7 Labsunknown
Transparent
CVAT✓
V7 Labs✗
Integrations
Count
CVAT14
V7 Labs15
Security
Gdpr
CVAT✓
V7 Labs✓
Hipaa
CVAT–
V7 Labs✓
Iso27001
CVAT–
V7 Labs✓
Soc2
CVAT–
V7 Labs✓
Reliability
Sla pct
CVAT–
V7 Labs95
Market
Availability

Capabilities

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

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

What each one is

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

CVAT

A data annotation platform for converting visual data into labeled datasets for machine learning, available as open-source, cloud-hosted, or through managed annotation services.

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.

CVAT

HybridFree tier

Free tier available. Paid CVAT Online plans (Solo, Team). Custom annotation services from $5,000.

  • FreeFree
    • Basic annotation tools
    • CVAT Online access
  • Solo-
  • Team-
  • Enterprise (Self-Hosted)Contact sales
    • SSO
    • RBAC
    • Enterprise support
    • On-premise deployment
    • Air-gapped deployment
  • One-Time Annotation ProjectContact sales
  • Subscription Annotation ServiceContact sales
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
CVAT✓
V7 Labs✓
Linux
CVAT✓
V7 Labs✗
CLI
CVAT✓
V7 Labs✓
Deployment
Cloud / SaaS
CVAT✓
V7 Labs✓
Self-hosted
CVAT✓
V7 Labs✗
On-premise
CVAT✓
V7 Labs✗
Hybrid
CVAT✓
V7 Labs✗
Air-gapped
CVAT✓
V7 Labs✗

Integrations

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

In common (1)
  • AWS S3

CVAT

14 total - 13 not shared
  • Roboflow
  • Backblaze B2
  • Microsoft Azure
  • Google Cloud Storage
  • Grafana
  • SAM 2
  • SAM 3
  • Nuclio
  • COCO
  • YOLO
  • Pascal VOC
  • KITTI
  • MOT
Independently observed

V7 Labs

15 total - 14 not shared
  • Salesforce
  • Microsoft SharePoint Online
  • Google Drive
  • Slack
  • HubSpot
  • Notion
  • Attio
  • Granola
  • Linear
  • Zapier
  • Make
  • OpenAI
  • Claude
  • Gemini
Independently observed

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