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

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CVAT.aiSuperAnnotate[+ Add Product](#)

Reviews

**CVAT** [

4.5/5(62)

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

**SuperAnnotate** [

4.8/5(382)

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

Pricing

**CVAT**
No pricing available

**SuperAnnotate**
Free Trial

**Contact Us** · Pro

**Pricing Insights**
from reviews

Time to Implement

**CVAT**
\<1 monthFaster

Based on 10 responses

**SuperAnnotate**
3 months

Based on 15 responses

Return on Investment

**CVAT**
3 months6 months sooner

Based on 10 responses

**SuperAnnotate**
9 months

Based on 11 responses

Perceived Cost

**CVAT**
Not enough reviews yet

**SuperAnnotate**
$$$$$

Average Discount

**CVAT**
Not enough reviews yet

**SuperAnnotate**
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)

**SuperAnnotate**
[
Ease of Use (93)
](https://www.g2.com/products/superannotate/reviews?filters%5Bsentiment_snippet%5D=1926890&qs=pros-and-cons#reviews)[
User Interface (59)
](https://www.g2.com/products/superannotate/reviews?filters%5Bsentiment_snippet%5D=1927850&qs=pros-and-cons#reviews)[
Performance Issues (20)
](https://www.g2.com/products/superannotate/reviews?filters%5Bsentiment_snippet%5D=1927440&qs=pros-and-cons#reviews)[
Slow Performance (19)
](https://www.g2.com/products/superannotate/reviews?filters%5Bsentiment_snippet%5D=2083379&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)

**SuperAnnotate**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c2d91980b61e4fc70501eb2dcbbecdb5/amazinghiring.jpeg "Product Avatar Image")

AmazingHiring

](https://www.g2.com/products/amazinghiring/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/aws-glue.jpg "Product Avatar Image")

AWS Glue

](https://www.g2.com/products/aws-glue/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/aws-lambda.jpg "Product Avatar Image")

AWS Lambda

](https://www.g2.com/products/aws-lambda/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_99d416ec912e1cb71e0b92a57166d560/aws-s3-objects-to-alation.jpeg "Product Avatar Image")

AWS S3 Objects to Alation

](https://www.g2.com/products/aws-s3-objects-to-alation/reviews)[
View all
](https://www.g2.com/products/superannotate/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)

**SuperAnnotate**
 ![SuperAnnotate 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/1461109/Builder.png)

Ratings

Meets Requirements

**CVAT**

9.2

9.245

**SuperAnnotate**

9.4

9.4204

Ease of Use

**CVAT**

8.6

8.648

**SuperAnnotate**

9.5

9.5209

Ease of Setup

**CVAT**

8.6

8.645

**SuperAnnotate**

9.4

9.4166

Ease of Admin

**CVAT**

8.9

8.911

**SuperAnnotate**

9.5

9.554

Quality of Support

**CVAT**

8.8

8.837

**SuperAnnotate**

9.5

9.5203

Has the product been a good partner in doing business?

**CVAT**

9.4

9.411

**SuperAnnotate**

9.7

9.755

Product Direction (% positive)

**CVAT**

8.2

8.239

**SuperAnnotate**

9.6

9.6187

Features

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

8.8

44

9.4

188

Quality

Labeler Quality

9.6(tied score)

19

9.6(tied score)

107

Task Quality

9.3

18

9.6(won by 0.3)

128

Data Quality

9.1

17

9.6(won by 0.5)

103

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

Human-in-the-Loop

9.1

31

9.6(won by 0.5)

120

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

Automation

Machine Learning Pre-Labeling

9.1

23

9.4(won by 0.3)

79

Automatic Routing of Labeling

8.6

15

9.5(won by 0.9)

60

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

Image Annotation

Image Segmentation 

9.5(won by 0.1)

26

9.4

95

Object Detection

9.3

27

9.4(won by 0.1)

82

Object Tracking

8.7

18

9.3(won by 0.6)

73

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

Data Types

8.6

15

9.5(won by 0.9)

78

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

Natural Language Annotation

Named Entity Recognition

Feature Not Available

9.3(won by default)

57

Sentiment Detection

Feature Not Available

9.2(won by default)

48

OCR

Feature Not Available

9.5(won by default)

53

Speech Annotation

Transcription

7.4

9

9.3(won by 1.9)

58

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

Emotion Recognition

7.4

9

9.1(won by 1.7)

47

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

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

Not enough data

9.7

27

Deployment

Language Flexibility

Not enough data

9.8(won by default)

16

Framework Flexibility

Not enough data

9.7(won by default)

15

Versioning

Not enough data

9.7(won by default)

13

Ease of Deployment

Not enough data

9.9(won by default)

12

Scalability

Not enough data

9.9(won by default)

12

Deployment

Language Flexibility

Not enough data

9.7(won by default)

15

Framework Flexibility

Not enough data

9.9(won by default)

12

Versioning

Not enough data

9.7(won by default)

11

Ease of Deployment

Not enough data

9.7(won by default)

11

Scalability

Not enough data

9.6(won by default)

12

Management

Cataloging

Not enough data

9.7(won by default)

10

Monitoring

Not enough data

9.3(won by default)

12

Governing

Not enough data

9.6(won by default)

8

Model Registry

Not enough data

10.0(won by default)

10

Operations

Metrics

Not enough data

9.7(won by default)

11

Infrastructure management

Not enough data

9.6(won by default)

8

Collaboration

Not enough data

9.7(won by default)

10

Management

Cataloging

Not enough data

10.0(won by default)

8

Monitoring

Not enough data

9.8(won by default)

8

Governing

Not enough data

9.8(won by default)

7

Generative AI

AI Text Generation

Not enough data

9.8(won by default)

10

AI Text Summarization

Not enough data

9.8(won by default)

8

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

Not enough data

10.0

12

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

Data Labeling Workflow Enhancement

Not enough data

10.0(won by default)

8

Smart Data Triage

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

Large Language Model Operationalization (LLMOps)[Hide 15 FeaturesShow 15 Features](javascript:void(0);)

Not enough data

9.7

26

Prompt Engineering - Large Language Model Operationalization (LLMOps) 

Prompt Optimization Tools

Not enough data

9.9(won by default)

16

Template Library

Not enough data

9.9(won by default)

14

Inference Optimization - Large Language Model Operationalization (LLMOps)

Batch Processing Support

Not enough data

9.4(won by default)

13

Model Garden - Large Language Model Operationalization (LLMOps)

Model Comparison Dashboard

Not enough data

9.9(won by default)

15

Custom Training - Large Language Model Operationalization (LLMOps)

Fine-Tuning Interface

Not enough data

9.8(won by default)

17

Application Development - Large Language Model Operationalization (LLMOps) 

SDK & API Integrations

Not enough data

9.3(won by default)

15

Model Deployment - Large Language Model Operationalization (LLMOps) 

One-Click Deployment

Not enough data

9.8(won by default)

11

Scalability Management

Not enough data

9.6(won by default)

13

Guardrails - Large Language Model Operationalization (LLMOps)

Content Moderation Rules

Not enough data

9.8(won by default)

15

Policy Compliance Checker

Not enough data

9.9(won by default)

14

Model Monitoring - Large Language Model Operationalization (LLMOps)

Drift Detection Alerts

Not enough data

9.7(won by default)

13

Real-Time Performance Metrics

Not enough data

9.9(won by default)

12

Security - Large Language Model Operationalization (LLMOps)

Data Encryption Tools

Not enough data

9.9(won by default)

13

Access Control Management

Not enough data

9.8(won by default)

14

Gateways & Routers - Large Language Model Operationalization (LLMOps)

Request Routing Optimization

Not enough data

9.7(won by default)

12

Show 2 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

Generative AI[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Code Generation

Not enough data

Not enough data

Text to Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Virtual Characters and Avatars

Not enough data

Not enough data

Content Generation

Not enough data

Not enough data

Personalization and Recommendation

Not enough data

Not enough data

Conditional Generation

Not enough data

Not enough data

Transformer Model

Not enough data

Not enough data

Automated Image & Video Editing

Not enough data

Not enough data

Interactive and Co-Creative Systems

Not enough data

Not enough data

Text Summarization

Not enough data

Not enough data

Data Augmentation

Not enough data

Not enough data

Variation Autoencoder Models

Not enough data

Not enough data

Adversarial Training

Not enough data

Not enough data

Transfer Learning and Fine-tuning

Not enough data

Not enough data

Simulation and Scenario Generation

Not enough data

Not enough data

Creative Design

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Prompt Engineering

Not enough data

Not enough data

Foundation Model

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.)

80.0%

Mid-Market(51-1000 emp.)

11.7%

Enterprise(\> 1000 emp.)

8.3%

[![SuperAnnotate](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "SuperAnnotate")](https://www.g2.com/products/superannotate/reviews)

SuperAnnotate

Small-Business(50 or fewer emp.)

64.4%

Mid-Market(51-1000 emp.)

25.3%

Enterprise(\> 1000 emp.)

10.3%

Small-Business

(50 or fewer emp.)

80.0%

64.4%

Mid-Market

(51-1000 emp.)

11.7%

25.3%

Enterprise

(\> 1000 emp.)

8.3%

10.3%

Reviewers' Industry

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

Research

10.4%

Information Technology and Services

10.4%

Computer Software

10.4%

Industrial Automation

6.3%

Retail

6.3%

Other

56.3%

[![SuperAnnotate](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "SuperAnnotate")](https://www.g2.com/products/superannotate/reviews)
SuperAnnotate

Information Technology and Services

24.0%

Computer Software

16.3%

Computer & Network Security

4.9%

Research

4.5%

Higher Education

3.3%

Other

47.2%

Alternatives

**CVAT Alternatives**

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

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

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

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V7 Darwin
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 ![Labelbox](https://images.g2crowd.com/uploads/product/hd_favicon/b681ea8d4d5c88c70c6f43db07471dcf/labelbox.svg "Labelbox")

[
Labelbox
](/products/labelbox/reviews)

**SuperAnnotate Alternatives**

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

[
Labelbox
](/products/labelbox/reviews)

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

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

[
V7 Darwin
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 ![Encord](https://images.g2crowd.com/uploads/product/hd_favicon/1bbe35f885bdd1a4ac9150173719294f/encord.svg "Encord")

[
Encord
](/products/encord/reviews)