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# CVAT vs Labelbox Comparison - What are their main differences?

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CVAT.aiLabelbox[+ Add Product](#)

Reviews

**CVAT** [

4.5/5(60)

](https://www.g2.com/products/cvat/reviews#reviews)

**Labelbox** [

4.5/5(48)

](https://www.g2.com/products/labelbox/reviews#reviews)

Pricing

**CVAT**
No pricing available

**Labelbox**
Free Trial

No pricing available

**Pricing Insights**
from reviews

Time to Implement

**CVAT**
\<1 month

Based on 10 responses

**Labelbox**
Not enough reviews yet

Return on Investment

**CVAT**
3 months

Based on 10 responses

**Labelbox**
Not enough reviews yet

Perceived Cost

**CVAT**
Not enough reviews yet

**Labelbox**
Not enough reviews yet

Average Discount

**CVAT**
Not enough reviews yet

**Labelbox**
Not enough reviews yet

Pros & Cons

**CVAT**
[
Annotation Efficiency (7)
](https://www.g2.com/products/cvat/reviews?filters%5Bsentiment_snippet%5D=1771802&qs=pros-and-cons#reviews)[
Ease of Use (4)
](https://www.g2.com/products/cvat/reviews?filters%5Bsentiment_snippet%5D=1771576&qs=pros-and-cons#reviews)[
Difficult Learning (2)
](https://www.g2.com/products/cvat/reviews?filters%5Bsentiment_snippet%5D=1772188&qs=pros-and-cons#reviews)[
Complexity (1)
](https://www.g2.com/products/cvat/reviews?filters%5Bsentiment_snippet%5D=1772127&qs=pros-and-cons#reviews)

**Labelbox**
[
Ease of Use (9)
](https://www.g2.com/products/labelbox/reviews?filters%5Bsentiment_snippet%5D=1822938&qs=pros-and-cons#reviews)[
Data Labeling (6)
](https://www.g2.com/products/labelbox/reviews?filters%5Bsentiment_snippet%5D=1822878&qs=pros-and-cons#reviews)[
Lack of Features (3)
](https://www.g2.com/products/labelbox/reviews?filters%5Bsentiment_snippet%5D=1985629&qs=pros-and-cons#reviews)[
Slow Performance (3)
](https://www.g2.com/products/labelbox/reviews?filters%5Bsentiment_snippet%5D=2055465&qs=pros-and-cons#reviews)

Integrations

**CVAT**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_3a7a925cc43d97814fa81ec2d6c06f45/amazon-web-services-ai.jpeg "Product Avatar Image")

Amazon Web Services AI

](https://www.g2.com/products/amazon-web-services-ai/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_2ac0e7b10e1efb64107026cb2b241d53/azure-cloud-services.jpg "Product Avatar Image")

Azure Cloud Services

](https://www.g2.com/products/azure-cloud-services/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_ee1de7152716862f87f5af284ae296e2/backblaze-b2-cloud-storage.png "Product Avatar Image")

Backblaze B2 Cloud Storage

](https://www.g2.com/products/backblaze-b2-cloud-storage/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_6bb9d7c1ecfe4fe6e24f36b4124e03c0/google-cloud-storage.png "Product Avatar Image")

Google Cloud Storage

](https://www.g2.com/products/google-cloud-storage/reviews)[
View all
](https://www.g2.com/products/cvat/integrations)

**Labelbox**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_91d776faa7626807bb1b1dedf1df4d70/alignerr-ai.jpg "Product Avatar Image")

alignerr AI

](https://www.g2.com/products/alignerr-ai/reviews)[
View all
](https://www.g2.com/products/labelbox/integrations)

Screenshots

**CVAT**
 ![CVAT screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1852147/6a3233242ca33be8ae25ac56_Import_data_from_local_or_cloud_storage.webp)

**Labelbox**
 ![Labelbox screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/205198/Screenshot-2023-10-03-at-11.50.51-AM.png)

Ratings

Meets Requirements

**CVAT**

9.2

9.244

**Labelbox**

9.0

9.042

Ease of Use

**CVAT**

8.6

8.647

**Labelbox**

9.0

9.042

Ease of Setup

**CVAT**

8.7

8.744

**Labelbox**

8.9

8.922

Ease of Admin

**CVAT**

8.9

8.911

**Labelbox**

9.0

9.05

Quality of Support

**CVAT**

8.9

8.936

**Labelbox**

9.0

9.040

Has the product been a good partner in doing business?

**CVAT**

9.4

9.411

**Labelbox**

8.7

8.75

Product Direction (% positive)

**CVAT**

8.2

8.238

**Labelbox**

9.0

9.036

Features

Data Labeling[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

8.8

43

8.7

29

Quality

Labeler Quality

9.6(won by 0.5)

19

 (There is a greater than 0.5 difference between this product's rating and its competitors)

9.1

27

Task Quality

9.3(won by 0.4)

18

8.9

27

Data Quality

9.1(tied score)

17

9.1(tied score)

28

Human-in-the-Loop

9.1(won by 0.5)

31

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.6

26

Automation

Machine Learning Pre-Labeling

9.1(won by 0.6)

23

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.5

26

Automatic Routing of Labeling

8.6(won by 0.2)

15

8.4

25

Image Annotation

Image Segmentation 

9.5(won by 0.8)

25

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.7

27

Object Detection

9.3(won by 0.7)

27

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.6

26

Object Tracking

8.7(tied score)

18

8.7(tied score)

25

Data Types

8.6

15

8.8(won by 0.2)

25

Natural Language Annotation

Named Entity Recognition

Feature Not Available

9.0(won by default)

24

Sentiment Detection

Feature Not Available

8.4(won by default)

23

OCR

Feature Not Available

8.7(won by default)

21

Speech Annotation

Transcription

7.4

9

8.4(won by 1.0)

20

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Emotion Recognition

7.4

9

7.9(won by 0.5)

20

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Show 4 feature categories with incomplete data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

Not enough data

Not enough data

Deployment

Language Flexibility

Not enough data

Not enough data

Framework Flexibility

Not enough data

Not enough data

Versioning

Not enough data

Not enough data

Ease of Deployment

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Deployment

Language Flexibility

Not enough data

Not enough data

Framework Flexibility

Not enough data

Not enough data

Versioning

Not enough data

Not enough data

Ease of Deployment

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Management

Cataloging

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Governing

Not enough data

Not enough data

Model Registry

Not enough data

Not enough data

Operations

Metrics

Not enough data

Not enough data

Infrastructure management

Not enough data

Not enough data

Collaboration

Not enough data

Not enough data

Management

Cataloging

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Governing

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);)

Not enough data

Not enough data

System

Data Ingestion & Wrangling

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

Not enough data

Not enough data

Drag and Drop

Not enough data

Not enough data

Pre-Built Algorithms

Not enough data

Not enough data

Model Training

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

Not enough data

Not enough data

Machine/Deep Learning Services

Computer Vision

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Natural Language Generation

Not enough data

Not enough data

Artificial Neural Networks

Not enough data

Not enough data

Machine/Deep Learning Services

Natural Language Understanding

Not enough data

Not enough data

Deep Learning

Not enough data

Not enough data

Deployment

Managed Service

Not enough data

Not enough data

Application

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Additional Functionality

Customizable Reports

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Linked Data Management

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Text Mining

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

AI Text-to-Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Active Learning Tools[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

Not enough data

Not enough data

Model Training & Optimization - Active Learning Tools

Model Training Efficiency

Not enough data

Not enough data

Automated Model Retraining

Not enough data

Not enough data

Active Learning Process Implementation

Not enough data

Not enough data

Iterative Training Loop Creation

Not enough data

Not enough data

Edge Case Discovery

Not enough data

Not enough data

Data Management & Annotation - Active Learning Tools

Smart Data Triage

Not enough data

Not enough data

Data Labeling Workflow Enhancement

Not enough data

Not enough data

Error and Outlier Identification

Not enough data

Not enough data

Data Selection Optimization

Not enough data

Not enough data

Actionable Insights for Data Quality

Not enough data

Not enough data

Model Performance & Analysis - Active Learning Tools

Model Performance Insights

Not enough data

Not enough data

Cost-Effective Model Improvement

Not enough data

Not enough data

Edge Case Integration

Not enough data

Not enough data

Fine-tuning Model Accuracy

Not enough data

Not enough data

Label Outlier Analysis

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![CVAT](https://images.g2crowd.com/uploads/product/hd_favicon/efd0d25453fb40f7f4eaa79496106d2f/cvat.svg "CVAT")](https://www.g2.com/products/cvat/reviews)

CVAT

Small-Business(50 or fewer emp.)

79.7%

Mid-Market(51-1000 emp.)

11.9%

Enterprise(\> 1000 emp.)

8.5%

[![Labelbox](https://images.g2crowd.com/uploads/product/hd_favicon/b681ea8d4d5c88c70c6f43db07471dcf/labelbox.svg "Labelbox")](https://www.g2.com/products/labelbox/reviews)

Labelbox

Small-Business(50 or fewer emp.)

45.8%

Mid-Market(51-1000 emp.)

37.5%

Enterprise(\> 1000 emp.)

16.7%

Small-Business

(50 or fewer emp.)

79.7%

45.8%

Mid-Market

(51-1000 emp.)

11.9%

37.5%

Enterprise

(\> 1000 emp.)

8.5%

16.7%

Reviewers' Industry

[![CVAT](https://images.g2crowd.com/uploads/product/hd_favicon/efd0d25453fb40f7f4eaa79496106d2f/cvat.svg "CVAT")](https://www.g2.com/products/cvat/reviews)
CVAT

Research

10.6%

Computer Software

10.6%

Information Technology and Services

10.6%

Retail

6.4%

Industrial Automation

6.4%

Other

55.3%

[![Labelbox](https://images.g2crowd.com/uploads/product/hd_favicon/b681ea8d4d5c88c70c6f43db07471dcf/labelbox.svg "Labelbox")](https://www.g2.com/products/labelbox/reviews)
Labelbox

Computer Software

31.3%

Information Technology and Services

16.7%

Accounting

4.2%

Automotive

4.2%

Biotechnology

4.2%

Other

39.6%

Alternatives

**CVAT Alternatives**

 ![SuperAnnotate](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "SuperAnnotate")

[
SuperAnnotate
](/products/superannotate/reviews)

 ![Prolific](https://images.g2crowd.com/uploads/product/hd_favicon/2f644eeeb79899fe3057220eb4880efa/prolific.svg "Prolific")

[
Prolific
](/products/prolific/reviews)

 ![Roboflow](https://images.g2crowd.com/uploads/product/hd_favicon/3dfdda24f498bcc4fe96498994ad134e/roboflow.svg "Roboflow")

[
Roboflow
](/products/roboflow/reviews)

 ![V7 Darwin](https://images.g2crowd.com/uploads/product/hd_favicon/82b16357eb8b6abc6deb1414a6b81d3a/v7-darwin.svg "V7 Darwin")

[
V7 Darwin
](/products/v7-darwin/reviews)

**Labelbox Alternatives**

 ![SuperAnnotate](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "SuperAnnotate")

[
SuperAnnotate
](/products/superannotate/reviews)

 ![Dataloop](https://images.g2crowd.com/uploads/product/hd_favicon/4da020b98061b817eef0d1c790c7bf3b/dataloop-dataloop.svg "Dataloop")

[
Dataloop
](/products/dataloop-dataloop/reviews)

 ![Encord](https://images.g2crowd.com/uploads/product/hd_favicon/1bbe35f885bdd1a4ac9150173719294f/encord.svg "Encord")

[
Encord
](/products/encord/reviews)

 ![V7 Darwin](https://images.g2crowd.com/uploads/product/hd_favicon/82b16357eb8b6abc6deb1414a6b81d3a/v7-darwin.svg "V7 Darwin")

[
V7 Darwin
](/products/v7-darwin/reviews)