vioscaleAI
Comparison

CVAT vs SuperAnnotate

No leader: the top candidate CVAT has only 0.34 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 →SuperAnnotate full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
CVAT47
SuperAnnotate41
Score
vioscaleAI score
CVAT47 / 100low · 34%
SuperAnnotate41 / 100medium · 57%
Pricing
Free tier
CVAT✓
SuperAnnotate✗
Model
CVATfreemium
SuperAnnotatecommercial
Price level
CVATlow
SuperAnnotateunknown
Transparent
CVAT✗
SuperAnnotate✗
Integrations
Count
CVAT4
SuperAnnotate2
Security
Certifications
Gdpr
CVAT✓
SuperAnnotate✓
Iso27001
CVAT–
SuperAnnotate✓
Soc2
CVAT–
SuperAnnotate✓
Trust center
Market
Availability
Content
Faq
CVAT7 items
SuperAnnotate6 items

Capabilities

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

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

What each one is

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

CVAT

A data annotation tool for preparing high-quality visual datasets for computer vision AI. Available as a managed cloud service, self-hosted enterprise deployment, or free open-source software, with AI-assisted labeling and team collaboration features.

Independently observed

SuperAnnotate

A platform that combines AI-powered annotation tools, data management capabilities, and human expertise to help ML teams produce accurate training datasets. Supports multimodal data (text, image, video, audio) with workflow automation, quality assurance, and project management features.

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

SubscriptionFree tier

Free tier available for CVAT Online; paid Solo and Team plans for additional features

  • FreeFree
  • Solo-
  • Team-
as of verify ↗

SuperAnnotate

Hybrid

Contact sales for pricing details

  • Starter-
    • Image, video, text, and audio editors
    • Data curation and exploration
    • Analytics and insights
    • Team and project management
    • Platform onboarding
  • EnterpriseContact sales
    • Fully customizable multimodal editor
    • Advanced analytics and insights
    • Dedicated solutions engineer
    • AI DataOps consulting
    • SSO
    • +2 more
as of verify ↗

Platform & deployment

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

Platforms
Web
CVAT✓
SuperAnnotate✓
CLI
CVAT✓
SuperAnnotate✗
Deployment
Cloud / SaaS
CVAT✓
SuperAnnotate✓
Self-hosted
CVAT✓
SuperAnnotate✗
On-premise
CVAT✓
SuperAnnotate✗
Hybrid
CVAT✓
SuperAnnotate✗
Air-gapped
CVAT✓
SuperAnnotate✗

Integrations

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

CVAT

16 total
  • Roboflow
  • Backblaze B2
  • AWS S3
  • Microsoft Azure
  • Google Cloud Storage
  • Grafana
  • SAM 2
  • SAM 3
  • Nuclio
  • COCO
  • YOLO
  • Pascal VOC
  • KITTI
  • MOT
  • Amazon S3
  • Google Cloud
Independently observed

SuperAnnotate

2 total
  • Databricks
  • Meta AI Segment Anything Model
Independently observed
Still deciding?

CVAT or SuperAnnotate: 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.