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# CVAT vs V7 Darwin Comparison - What are their main differences?

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](/compare/cvat/v7-darwin/export.csv)

CVAT.aiV7 Darwin[+ Add Product](#)

Reviews

**CVAT** [

4.5/5(62)

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

**V7 Darwin** [

4.7/5(55)

](https://www.g2.com/products/v7-darwin/reviews#reviews)

Pricing

**CVAT**
No pricing available

**V7 Darwin**
Free Trial

**Free** · Free Plan

**Pricing Insights**
from reviews

Time to Implement

**CVAT**
\<1 monthFaster

Based on 10 responses

**V7 Darwin**
1 month

Based on 6 responses

Return on Investment

**CVAT**
3 months

Based on 10 responses

**V7 Darwin**
Not enough reviews yet

Perceived Cost

**CVAT**
Not enough reviews yet

**V7 Darwin**
$$$$$

Average Discount

**CVAT**
Not enough reviews yet

**V7 Darwin**
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)

**V7 Darwin**
[
Ease of Use (10)
](https://www.g2.com/products/v7-darwin/reviews?filters%5Bsentiment_snippet%5D=1621177&qs=pros-and-cons#reviews)[
Annotation Efficiency (8)
](https://www.g2.com/products/v7-darwin/reviews?filters%5Bsentiment_snippet%5D=1623388&qs=pros-and-cons#reviews)[
Lacking Features (5)
](https://www.g2.com/products/v7-darwin/reviews?filters%5Bsentiment_snippet%5D=1620684&qs=pros-and-cons#reviews)[
Missing Features (5)
](https://www.g2.com/products/v7-darwin/reviews?filters%5Bsentiment_snippet%5D=1621272&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)

**V7 Darwin**
Not enough data

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)

**V7 Darwin**
 ![V7 Darwin 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/134859/g2-auto-annotate-small.gif)

Ratings

Meets Requirements

**CVAT**

9.2

9.245

**V7 Darwin**

9.5

9.539

Ease of Use

**CVAT**

8.6

8.648

**V7 Darwin**

9.5

9.539

Ease of Setup

**CVAT**

8.6

8.645

**V7 Darwin**

9.5

9.518

Ease of Admin

**CVAT**

8.9

8.911

**V7 Darwin**

9.4

9.415

Quality of Support

**CVAT**

8.8

8.837

**V7 Darwin**

9.6

9.637

Has the product been a good partner in doing business?

**CVAT**

9.4

9.411

**V7 Darwin**

9.9

9.914

Product Direction (% positive)

**CVAT**

8.2

8.239

**V7 Darwin**

9.6

9.633

Features

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

8.8

44

9.0

28

Quality

Labeler Quality

9.6(won by 0.2)

19

9.4

21

Task Quality

9.3

18

9.5(won by 0.2)

24

Data Quality

9.1

17

9.4(won by 0.3)

21

Human-in-the-Loop

9.1

31

9.3(won by 0.2)

22

Automation

Machine Learning Pre-Labeling

9.1

23

9.4(won by 0.3)

17

Automatic Routing of Labeling

8.6

15

9.4(won by 0.8)

14

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

Image Annotation

Image Segmentation 

9.5(won by 0.2)

26

9.3

27

Object Detection

9.3

27

9.4(won by 0.1)

24

Object Tracking

8.7

18

9.1(won by 0.4)

17

Data Types

8.6

15

9.2(won by 0.6)

18

 (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

9.1(won by default)

13

Sentiment Detection

Feature Not Available

8.5(won by default)

9

OCR

Feature Not Available

9.0(won by default)

10

Speech Annotation

Transcription

7.4

9

7.7(won by 0.3)

8

Emotion Recognition

7.4

9

7.5(won by 0.1)

8

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

Not enough data

9.6

9

Deployment

Framework Flexibility

Not enough data

9.4(won by default)

6

Versioning

Not enough data

9.7(won by default)

5

Ease of Deployment

Not enough data

9.0(won by default)

7

Scalability

Not enough data

9.8(won by default)

7

Language Flexibility

Not enough data

Not enough data

Deployment

Framework Flexibility

Not enough data

9.3(won by default)

5

Versioning

Not enough data

9.7(won by default)

6

Ease of Deployment

Not enough data

9.2(won by default)

6

Scalability

Not enough data

9.8(won by default)

7

Language Flexibility

Not enough data

Not enough data

Management

Cataloging

Not enough data

9.3(won by default)

5

Monitoring

Not enough data

10.0(won by default)

6

Governing

Not enough data

Not enough data

Model Registry

Not enough data

Not enough data

Operations

Metrics

Not enough data

9.7(won by default)

6

Collaboration

Not enough data

10.0(won by default)

6

Infrastructure management

Not enough data

Not enough data

Management

Cataloging

Not enough data

10.0(won by default)

5

Monitoring

Not enough data

9.7(won by default)

5

Governing

Not enough data

9.3(won by default)

5

Generative AI

AI Text Generation

Not enough data

Feature Not Available

AI Text Summarization

Not enough data

Feature Not Available

Show 1 feature category 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

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%

[![V7 Darwin](https://images.g2crowd.com/uploads/product/hd_favicon/82b16357eb8b6abc6deb1414a6b81d3a/v7-darwin.svg "V7 Darwin")](https://www.g2.com/products/v7-darwin/reviews)

V7 Darwin

Small-Business(50 or fewer emp.)

56.6%

Mid-Market(51-1000 emp.)

35.8%

Enterprise(\> 1000 emp.)

7.5%

Small-Business

(50 or fewer emp.)

80.0%

56.6%

Mid-Market

(51-1000 emp.)

11.7%

35.8%

Enterprise

(\> 1000 emp.)

8.3%

7.5%

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%

[![V7 Darwin](https://images.g2crowd.com/uploads/product/hd_favicon/82b16357eb8b6abc6deb1414a6b81d3a/v7-darwin.svg "V7 Darwin")](https://www.g2.com/products/v7-darwin/reviews)
V7 Darwin

Information Technology and Services

24.5%

Computer Software

20.8%

Research

7.5%

Hospital & Health Care

5.7%

Biotechnology

3.8%

Other

37.7%

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)

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

[
Labelbox
](/products/labelbox/reviews)

**V7 Darwin 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)

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

[
Labelbox
](/products/labelbox/reviews)