--- title: CVAT Reviews meta_title: 'CVAT Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 55 reviews by the users' company size, role or industry to find out how CVAT works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 55 scale: '5' date_modified: '2026-10-05' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence ---

CVAT Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users commend the annotation efficiency of CVAT.ai, noting impressive speed and quality in handling complex tasks. (7 mentions)
Users appreciate the intuitive and efficient interface of CVAT.ai, enhancing the annotation process for large datasets. (4 mentions)
Users commend the efficiency of CVAT.ai, highlighting its intuitive interface and seamless collaboration for large datasets. (4 mentions)
Users commend the high quality of CVAT.ai's annotations, highlighting impressive speed and effective collaboration. (4 mentions)
Users commend the excellent customer support from CVAT.ai, facilitating smooth resolutions to technical challenges. (3 mentions)
Users find the platform difficult to learn, particularly for beginners who may feel overwhelmed by its functions. (2 mentions)
Users find the complexity of CVAT.ai challenging, particularly for beginners struggling to navigate its functions. (1 mentions)
Users face labeling issues due to inconsistent approaches, but support promptly addresses these concerns to improve accuracy. (1 mentions)
Users note the lack of support for large 16-bit images, which limits functionality and usability in their workflows. (1 mentions)
Users experience slow performance when handling very large video files and thousands of images on CVAT.ai. (1 mentions)

5 Pros or Advantages of CVAT

5 Cons or Disadvantages of CVAT

Odi D.
OD
Odi D.
Head of Tel-Aviv AI Lab
Enterprise (> 1000 emp.)
"Excellent platform, great service and support."
5/5
What do you like best about CVAT?

High quality annotation and excellent support. Review collected by and hosted on G2.com.

What do you dislike about CVAT?

I don't have any. It's a very good platform. Review collected by and hosted on G2.com.

Sumit S.
SS
Sumit S.
AI Engineer
Small-Business (50 or fewer emp.)
"Easy to use annotation tool."
4.5/5
What do you like best about CVAT?

Supports multiple type of annotation, Easy to annotate in team, Task management feature, integration with popular ML frameworks are good features. Review collected by and hosted on G2.com.

What do you dislike about CVAT?

Complicated interface for beginners without training. Review collected by and hosted on G2.com.

sravani s.
SS
sravani s.
Data Annotator
Mid-Market (51-1000 emp.)
"CVAT.ai is free, online, interactive video and image annotation tool for computer vision data."
5/5
What do you like best about CVAT?

CVAT.ai is an Open-Source professionally developed code under the license of MIT. And this CVAT.ai is web-based so that users don't need to download anything, just open the web page. As we work in the high-tech industry, it's fitting to learn more about the tools that can help us achieve our goals. CVAT.ai is the data annotation software that we at label the and can be used for a variety of annotation scenarios. The CVAT.ai annotation tool is one of the best examples of simple, adaptable, easily adjustable software options that are indispensable in data annotation work. And also CVAT.ai supports more upload formats than most of its competitors. Review collected by and hosted on G2.com.

What do you dislike about CVAT?

CVAT.ai performance problems. If the CVAT.ai server fails, an annotator can keep working on the task without the possibility to save it, which can lead to losing a lot of time on the job that cannot be saved. Review collected by and hosted on G2.com.

Verified User in Information Technology and Services
UI
Verified User in Information Technology and Services
Mid-Market (51-1000 emp.)
"CVAT.ai review"
5/5
What do you like best about CVAT?

It is very easy to use. We can do all type of annotation. Review collected by and hosted on G2.com.

What do you dislike about CVAT?

Sometimes it's difficult creating new tasks and also performance speed also gets slow. Review collected by and hosted on G2.com.

Verified User in Information Technology and Services
AI
Verified User in Information Technology and Services
Enterprise (> 1000 emp.)
"Truly committed and enthusiastic team"
4.5/5
What do you like best about CVAT?

We were able to have a tailor-made annotation project, and feedback was well implemented. Overall, very good experience. Review collected by and hosted on G2.com.

What do you dislike about CVAT?

We experienced no downsides doing this project Review collected by and hosted on G2.com.