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CVAT vs Labellerr: Which is Better in 2026?

Choosing between CVAT and Labellerr comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

Bottom line: CVAT is our overall pick for AI data labeling workflows. Pick Labellerr if you need a free tier to start with.

··Methodology
Editor reviewed0 verified reviews comparedPricing checked Jul 2026

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

CVAT

The industry-leading open data annotation platform for machine learning.

Best for you if:

  • Open-source data annotation platform for images, videos, and 3D.
  • Accelerates annotation with AI-powered auto-annotation and algorithmic assistance.

Labellerr

Accelerate AI model development with high-quality, automated data labeling and annotation for various data types.

Best for you if:

  • Provides automated and model-assisted data labeling for various data types.
  • Accelerates AI model development with high-quality, 99% accurate labels.
At a Glance
CVATCVAT
LabellerrLabellerr
Starts at
FreeFree tier available
FreeFree tier available
Best For
AI Data LabelingAI Data Labeling
Rating
4.6/54.7/5
Free plan
Yes Yes

Choose CVAT or Labellerr?

CVAT

Choose CVAT if

The industry-leading open data annotation platform for machine learning.

  • Accelerates data annotation up to 10x with AI tools.
  • Supports a wide range of data types (images, videos, 3D) and annotation tools.
  • Offers flexible deployment options including free community version, online plans, and self-hosted enterprise solutions.
Labellerr

Choose Labellerr if

Accelerate AI model development with high-quality, automated data labeling and annotation for various data types.

  • Significantly reduces time and cost for data preparation and AI model development.
  • Achieves high accuracy (99%) in data labeling.
  • Supports a broad range of data types and annotation techniques.
FeatureCVATLabellerr
Pricing ModelFreemiumFreemium
User Rating
4.6/5
19 reviews
4.7/5
38 reviews
Categories
AI Data LabelingDeveloper Tools
AI Data LabelingDeveloper Tools

In-Depth Analysis

CVATCVAT

The industry-leading open data annotation platform for machine learning.

Strengths

  • +Accelerates data annotation up to 10x with AI tools.
  • +Supports a wide range of data types (images, videos, 3D) and annotation tools.
  • +Offers flexible deployment options including free community version, online plans, and self-hosted enterprise solutions.
  • +Provides robust quality control and analytics for managing annotation projects.
  • +Integrates with popular cloud storage providers and AI model hubs.

Weaknesses

  • -Free plan has significant limitations on project, task, and storage capacity.
  • -Enterprise features like advanced security and customization come at a high annual cost.
  • -Some advanced features like SSO and audit logs are only available for annual or enterprise plans.

Key features

Auto-Annotation with integrated AI modelsSupport for various annotation tools: bounding boxes, polygons, points, skeletons, cuboids, trajectoriesCloud storage integration (AWS S3, Google Cloud Storage, Azure Blob Storage)Algorithmic assistance (intelligent scissors, histogram equalization)Management and analytics for annotator performanceAPI Access for programmatic integration
Starts at Free

Value 85/100. CVAT's pricing is fair, offering a generous Free tier for individuals and a clear progression for teams.

Watch out: External AI agent calls limited across all tiers

LabellerrLabellerr

Accelerate AI model development with high-quality, automated data labeling and annotation for various data types.

Strengths

  • +Significantly reduces time and cost for data preparation and AI model development.
  • +Achieves high accuracy (99%) in data labeling.
  • +Supports a broad range of data types and annotation techniques.
  • +Offers robust security and flexible hosting options.
  • +Provides comprehensive project management and analytics for quality control.

Weaknesses

  • -Specific details on the extent of customization for custom export formats are not explicitly detailed.
  • -The free plan has limitations on data credits and seats, suitable mainly for researchers or small projects.
  • -Advanced features like IP Whitelisting and Whitelabeling are only available in the Enterprise plan.

Key features

Automated Labeling (Prompt-based, Model-assisted, Active Learning)Support for multiple data types (images, videos, PDFs, text, audio)Smart Quality Assurance (pre-trained model and ground truth based)MLOps Integration (GCP Vertex AI, AWS Sagemaker, custom environments)Project Management with Advanced AnalyticsEnterprise-Grade Security & Privacy (Auth0, TLSv1.2+, AES-256 encryption)
Starts at Free

Value 85/100. The Researcher Plan is very generous, offering substantial features for free, making it highly accessible for individual users.

Watch out: Extra data credits on Pro Plan

Pricing: CVAT vs Labellerr

PlanCVATLabellerr
Tier 1
Free
Free
Free
Researcher Plan
Tier 2
$33/month
Solo Monthly
$499/mo
Pro Plan
Tier 3
$23/month
Solo Yearly
Custom
Enterprise Plan
Tier 4
$66/month
Team Monthly (Small team)
N/A
Tier 5
$46/month
Team Yearly (Small team)
N/A
Tier 6
$33/per user
Team Monthly (Regular team)
N/A
Tier 7
$23/per user
Team Yearly (Regular team)
N/A
Tier 8
$33/per user
Team Monthly (Large team)
N/A
Tier 9
$23/per user
Team Yearly (Large team)
N/A
Tier 10
Starting at $12,000 per year
CVAT for Enterprises
N/A

Pricing verified from each vendor's public pricing page. Compare in detail on CVAT pricing and Labellerr pricing.

Who Should Use What?

On a budget?

Both are freemium. Compare plans on their websites.

Go with: CVAT

Want the highest-rated option?

CVAT: 4.6/5 (19 reviews). Labellerr: 4.7/5 (38 reviews).

Go with: Labellerr

Value user reviews?

CVAT: 19 reviews (4.6/5). Labellerr: 38 reviews (4.7/5).

Go with: Labellerr

3 Questions to Help You Decide

1

What's your budget?

Both are freemium. Pricing won't help you decide here.

2

What's your use case?

Both are ai data labeling tools. Compare their specific features to decide.

3

How important are ratings?

Labellerr is rated higher: 4.7/5 vs 4.6/5.

Key Takeaways

CVAT

  • Free tier available
  • Our pick for this comparison

Labellerr

  • Higher user rating: 4.7/5 vs 4.6/5
  • Larger review base (38 reviews)

The Bottom Line

CVAT is our pick.

Frequently Asked Questions

Is CVAT or Labellerr better?

CVAT is rated in our evaluation. Both are freemium.

What are CVAT and Labellerr used for?

CVAT: The industry-leading open data annotation platform for machine learning.. Labellerr: Accelerate AI model development with high-quality, automated data labeling and annotation for various data types..

What does CVAT cost vs Labellerr?

CVAT is freemium (free tier + paid plans). Labellerr is freemium (free tier + paid plans). Visit their websites for detailed pricing.

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