---
title: CVAT.ai Reviews
meta_title: 'CVAT.ai Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 31 reviews by the users' company size, role or industry to
  find out how CVAT.ai works for a business like yours.
aggregate_rating:
  rating_value: 4.5
  review_count: 31
  scale: '5'
date_modified: '2026-08-04'
parent_category:
  name: Artificial Intelligence
  url: https://www.g2.com/categories/artificial-intelligence
---

# CVAT.ai Reviews
**Vendor:** CVAT.ai  
**Category:** [Data Labeling Software](https://www.g2.com/categories/data-labeling)  
**Average Rating:** 4.5/5.0  
**Total Reviews:** 31
## About CVAT.ai
Company Overview: CVAT.ai is a global provider of data annotation tools and services, known for developing one of the most popular open-source annotation tools, CVAT. In addition to the open-source platform, we offer professional data labeling services, an Enterprise version of CVAT, as well as consulting and customization services to meet specific client needs. Our team supports businesses and AI researchers worldwide in efficiently managing data annotation for computer vision projects. Key Features: - Popular Open-Source Tool: CVAT is trusted by thousands of developers and organizations globally. - Data Labeling Services: We provide expert data labeling services to handle projects from start to finish. - Enterprise Version of CVAT: The Enterprise version offers advanced features, support, and scalability for larger organizations. - Consulting and Customization: We offer consulting services and can customize CVAT to match your project needs. Learn more about our approach to consulting and feature requests here. - AI-Assisted Automation: Our platform uses AI to enhance labeling efficiency and accuracy. - Team Collaboration: Teams can collaborate seamlessly on large-scale projects. - Customizable and Scalable: CVAT can be adapted to your project size and needs. - Secure: We meet global data privacy and security standards. What We Solve: CVAT.ai helps users reduce manual efforts by making data annotation faster, more accurate, and easy to manage. Through our open-source platform, professional labeling services, consulting, and the Enterprise version, we offer a flexible, comprehensive solution for any computer vision project.



## CVAT.ai Pros & Cons
**What users like:**

- Users praise the **exceptional customer support** from CVAT.ai, enhancing their experience with valuable assistance and guidance. (3 reviews)
- Users commend the **amazing annotation speed** of CVAT.ai, ensuring efficient and high-quality results for complex tasks. (2 reviews)
- Users value the **customization options** of CVAT.ai, enabling tailored annotation projects and versatile setups. (2 reviews)
- Users praise the **efficient data management** of CVAT.ai, which enhances workflow and collaboration in medical imaging projects. (2 reviews)
- Users appreciate the **versatile annotation options** of CVAT.ai, enabling support for various computer vision algorithms. (2 reviews)
- Users commend the **high quality** of CVAT.ai&#39;s annotations, highlighting impressive speed and effective collaboration. (2 reviews)
- AI Modeling (1 reviews)
- Users value the **seamless collaboration** features of CVAT.ai, enhancing teamwork and productivity in projects. (1 reviews)
- Data Accuracy (1 reviews)
- Data Labelling (1 reviews)

**What users dislike:**

- Users find the platform **difficult to learn** , especially beginners, due to its complexity and time-consuming features. (2 reviews)
- Users find the **complexity of the interface** can be overwhelming, especially for beginners navigating the features. (1 reviews)
- Users notice **labeling inconsistencies** in complex cases, though the team quickly addresses feedback to improve accuracy. (1 reviews)
- Users experience a **lack of features** due to missing support for large 16-bit images in CVAT.ai. (1 reviews)
- Users experience **slow performance** with CVAT.ai when processing large video files and numerous images. (1 reviews)
- Upload Issues (1 reviews)



- [View CVAT.ai pricing details and edition comparison](https://www.g2.com/products/cvat-ai/reviews?page=2&section=pricing&secure%5Bexpires_at%5D=2026-08-06+11%3A18%3A32+-0500&secure%5Bsession_id%5D=23d0b26c-ddf6-405b-b231-c61d9d894bab&secure%5Btoken%5D=d63d1a01a3dbeccffb0f2c2d87b7e0bfa4554ca258f446af77625465af28aa34&format=llm_user)

## CVAT.ai Features
**Additional Functionality**
- Tagging
- Natural Language Processing
- Data Extraction
- Multi-Language
- Predictive Analytics
- Drag & Drop
- Speech Recognition
- Reporting/Analytics
- Data Storage Management
- Virtual Personal Assistant (VPA)
- AI Copilot
- Customer Segmentation
- Collaboration Tools
- Data Import/Export
- Generative AI
- For eCommerce
- Role-Based Permissions
- Customizable Branding
- Search/Filter
- Monitoring
- Document Management
- API
- Data Visualization
- Trend Analysis
- Machine Learning
- Access Controls/Permissions
- Alerts/Escalation
- Performance Metrics
- Real-Time Data
- Third-Party Integrations
- Mobile App
- Multiple Data Sources
- For Sales Teams/Organizations
- Sentiment Analysis
- Activity Dashboard
- Chatbot
- Workflow Automation

**Quality**
- Labeler Quality
- Task Quality
- Data Quality
- Human-in-the-Loop

**Automation**
- Machine Learning Pre-Labeling
- Automatic Routing of Labeling

**Image Annotation**
- Image Segmentation

- Object Detection
- Object Tracking
- Data Types

**Speech Annotation**
- Transcription
- Emotion Recognition

## Top CVAT.ai Alternatives
  - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.8/5.0 (353 reviews)
  - [Prolific](https://www.g2.com/products/prolific/reviews) - 4.6/5.0 (202 reviews)
  - [Roboflow](https://www.g2.com/products/roboflow/reviews) - 4.7/5.0 (155 reviews)

