--- title: "Comet Software Pricing, Alternatives & More 2026 | Capterra" description: "With the help of Capterra, learn about Comet Software - reviews, pricing plans, popular comparisons to other Machine Learning products and more." source_url: "https://www.capterra.com/p/250644/Comet/" page_type: "product" language: "en" publication_date: "2026-10-21" --- # Comet Software Review 2026: Features, Integrations, Pros & Cons Last updated on October 21, 2026 Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. [Description](#description)[Use cases](#use-cases)[Alternatives](#alternatives)[FAQs](#faqs)[Features](#features)[Pricing](#pricing)[Support](#support)[Reviews](#reviews) Comet ## What is Comet? Machine learning platform that enables data scientists & teams to track, compare, explain & optimize their experiments. ## What is Comet used for? [Deep Learning](https://www.capterra.com/deep-learning-software/)[Machine Learning](https://www.capterra.com/machine-learning-software/)[Artificial Intelligence](https://www.capterra.com/artificial-intelligence-software/) Top alternative Featured Overall rating Based on 12 user reviews Reviews sentiment Positive \- Neutral \- Negative \- Starting price $179 Per User, Per Month Free trial not available Includes Free Version Capterra Shortlist charts the highest-rated and most popular products... Our "Best of" badge program showcases products with the highest ratings... Our "Best of" badge program showcases products with the highest ratings... Do you work for Comet?[Manage this product listing](https://www.g2.com/products/comet-ml/claim_requests/new?auto=true) ## Compare with a popular alternative Capterra selects software alternatives based on relevant features, verified user reviews and user interactions. Placement may be influenced by client status. ### Comet 4.3 (12) VS. [4.7 (107)](https://www.capterra.com/p/172645/Teramind/reviews/) Starting Price $179 Per User, Per Month Starting Price Contact vendor Free Trial Free Version Pricing Options Free Trial Free Version Ease Of Use 4.3 (12) Ease Of Use 4.5 (40) Value For Money 4.3 (6) Value For Money 4.3 (33) Customer Service 4.4 (9) Customer Service 4.6 (36) ## Comet alternatives [Appen](https://www.capterra.com/p/210755/Appen/) [4.1 (40)](https://www.capterra.com/p/210755/Appen/reviews/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 83% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/210755/Appen/) [Anaconda](https://www.capterra.com/p/191760/Anaconda/) [4.6 (87)](https://www.capterra.com/p/191760/Anaconda/reviews/) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 95% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/191760/Anaconda/) [DataRobot](https://www.capterra.com/p/179303/DataRobot/) [4.8 (5)](https://www.capterra.com/p/179303/DataRobot/#reviews) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 100% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/179303/DataRobot/) Highest Rated [cnvrg.io](https://www.capterra.com/p/200636/cnvrg-io/) [5.0 (1)](https://www.capterra.com/p/200636/cnvrg-io/#reviews) Starting price Contact vendor for pricing Pricing Options Free Trial Free Version User Rating 100% of reviewers rated it above 4 stars [Learn More](https://www.capterra.com/p/200636/cnvrg-io/) ## FAQs about Comet Overview ### Which roles and teams benefit most from Comet? Comet is most used by data scientists, machine learning engineers, and analytics teams tracking experiments, comparing models, and documenting results. Researchers, PhD candidates, and research assistants use it to organize reproducible studies and monitor training runs, while students and technical staff use it to learn machine-learning workflows and review project outcomes. Answer based on 12 reviews Overview ### What company size and industries is Comet built for? Comet is built primarily for small businesses and research organizations, representing 58% and 33% of reviewers, respectively. It also serves midsize businesses (25%) and enterprises (17%), with adoption in computer software (25%) and computer hardware (8%). Its most common use case is deep learning, reported by 47% of reviewers. Answer based on 12 reviews Features and Usability ### What are the key features of Comet? Comet offers machine learning, model training, monitoring, and visualization as its core features. It also includes data visualization, visual analytics, an ML algorithm library, and third-party integrations for tracking experiments, comparing model results, and connecting with external tools across ML workflows. Getting Started and Support ### What customer support options does Comet offer? Comet provides FAQ/Forum support for users seeking help with product questions and common issues. With no reviewer feedback available on support experience, the quality of response, helpfulness, and turnaround time cannot be assessed from user reports. ## Features AI summary Based on 307 Machine Learning reviews Capterra data shows that buyers of Machine Learning software rank the following features as their top priorities: - **Model Training** (**48%** of reviewers rated this feature as critical) - **Third-Party Integrations** (**50%**) - **Predictive Analytics** (**55%**) Comet includes **Model Training** and **Third-Party Integrations**, giving teams the tools to build, test, and refine machine learning models while connecting their workflows with other business systems. However, it does not offer **Predictive Analytics**. Its support for **Model Training** and **Third-Party Integrations** helps businesses improve model development processes, connect data and tools more efficiently, and giving teams a more consistent way to manage machine learning work. Third-Party Integrations 4.0 (1) 0.00% of 1 reviewers that rated this feature as important or highly important Set up connections to third-party platforms to improve business processes Data Visualization 4.0 (1) 200.00% of 1 reviewers that rated this feature as important or highly important Graphical representation of data ML Algorithm Library 4.0 (1) 0.00% of 1 reviewers that rated this feature as important or highly important Share, track, and store machine learning models and data. Visual Analytics 4.0 (1) 100.00% of 1 reviewers that rated this feature as important or highly important Interact with data visualization elements, such as charts and graphs, to drill down into data Machine Learning Enable businesses to implement machine learning algorithms on business data such as sales and revenue Model Training Process of testing an ML algorithm by feeding it training data to learn from Comet 8 features Graphical representation of data Enable businesses to implement machine learning algorithms on business data such as sales and revenue Share, track, and store machine learning models and data. Process of testing an ML algorithm by feeding it training data to learn from Observe and track the demand, usage, progress or quality of a system, product, or user Set up connections to third-party platforms to improve business processes Interact with data visualization elements, such as charts and graphs, to drill down into data Graphical representation of data or processes Get Advice We can help you find the software with the features you need. Features 4.3 (12) 4.3 Based on 12 reviews ## Pricing Value for money 4.3 (6) Free Version Basic $179.00 Per User,Per Month Value for money 4.3 (6) 4.3 Based on 6 reviews Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. Our team has helped 1 million+ businesses like yours find options that fit their needs. ## Support, customer service and training options Customer Service 4.4 (9) Support - Email/Help Desk - FAQs/Forum - Knowledge Base - Phone Support - 24/7 (Live rep) - Chat Training - In Person - Live Online - Webinars - Documentation - Videos Deployment - Web - Android - iPhone/iPad Typical users - Freelancers - Small businesses - Mid size businesses - Enterprises Customer Service 4.4 (9) 4.4 Based on 9 reviews ## User reviews Overall rating 4.2 Based on 12 reviews Filter by rating Counts reflect reviews available in this feed. 5(5) 4(6) 3(1) 2(0) 1(0) Mentioned topic Recent reviews first, then most helpful RE Reviewer student Used the software for: Less than 1 year ### "Comet review" 4.0 December 8, 2022 Pros Comet is a good tool that is great in machine learning and deep learning. Cons sadly, Comet software has no free trial. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Student Used the software for: 3-5 years ### "Best experiment tracking tool" 4.0 Overall Rating 4.0 4.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 4.0 4.0 Likelihood to Recommend 9/10 June 21, 2022 It is a good software that helped me keep track of my Deep Learning experiments. Pros Experiment tracking and collaboration is accessible on this platform Also easy to upload files Cons Limited file size upload. It throws errors for bigger file size Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Data Analyst Used the software for: I used a free trial ### "Comet Review" 3.0 Overall Rating 3.0 3.0 Ease of Use 4.0 4.0 Features 3.0 3.0 Customer Service 4.0 4.0 Likelihood to Recommend 7/10 June 10, 2022 Pros The reports feature which enabled one to embed different panels Cons At first the learning process of how the software works was steep. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. VR Verified Reviewer Data Scientist Used the software for: 1-3 years ### "Great Product. Easy to Use. Becoming expensive." 4.0 Overall Rating 4.0 4.0 Ease of Use 5.0 5.0 Features 4.0 4.0 Customer Service 5.0 5.0 Likelihood to Recommend 8/10 July 27, 2022 We have really enjoyed using comet. It's been really easy to setup and makes experiment tracking and gaining insight into the model's performance so much better. The support has also been really good, especially when interacting through the Slack Connect channel. Unfortunately, the business has thought about moving away from the product due to the high cost of licenses. Pros Comet is really easy to setup and provides really useful visualizations without a ton of boilerplate code. A simple log\_asset() or log\_metric() call can go a long way into providing insight into how the model is training or performing with comet automatically generating graphs or confusion matrices or viewing images and predictions online. Cons Occasionally there are inconsistencies with what is offered in the Comet UI and what is available through the python SDK. This was observed when trying to automatically upload and tag models in the model registry. The price is also becoming a factor on whether or not we move away from comet. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. VR Verified Reviewer Research Assistant Used the software for: Less than 1 year ### "Comet for DL and NLP Class" 5.0 June 7, 2022 I had several deep learning and NLP classes with Comet. This software is recommended by the class. The overall usage is pretty good, with easy setup and grading, and their intuitive interface. Pros Great plotting tool, fast speed, and detailed documentation Cons It is a bit hard to manage when there are too many experiment trails. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Technical assistant Used the software for: 1-3 years ### "It does its job perfectly well, and you can trick it into doing many other jobs." 5.0 Overall Rating 5.0 5.0 Ease of Use 4.0 4.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 June 1, 2022 I needed a tool that would help me in keeping track of my experiments. I got a whole set of tools that is perfect for my ML research Pros The ease of integration with existing pipelines and workflow is fantastic. I also love the new panels UI, it cuts down all configuration to a minimum Cons The only thing which annoys me is the chaos in custom view settings. Most of the time i create some view, and when I want to reuse it later i have to create a whole new copy of it, which leads to constantly increasing the number of views. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. Kalyan Chakravarthi M. Data Scientist Used the software for: 1-3 years ### "Great Experimentation Tracker" 4.0 Overall Rating 4.0 4.0 Ease of Use 3.0 3.0 Features 5.0 5.0 Customer Service 4.0 4.0 Likelihood to Recommend 7/10 July 27, 2022 Pros Comet ML provides an integrated platform to track experiments, log assets/metrics and also provide various visualizations. It is a great tool to maintain and reproduce models Cons The documentation could be improved and also the panels needs to be improved for accessibility Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Machine Learning Engineer Used the software for: Less than 1 year ### "Easy to Integrate with Machine Learning Projects" 5.0 Overall Rating 5.0 5.0 Ease of Use 5.0 5.0 Features 5.0 5.0 Customer Service 5.0 5.0 Likelihood to Recommend 10/10 June 9, 2022 Pros I have explored bunch of other experimentation platform for ML projects but Comet is my most favourite tool by far as it provides easy integration with major ML frameworks such as Scikit-learn, Pytorch, Tensorflow, Keras, and so on. In addition to that, it supports multiple programming languages. Cons I don't feel any major features Comet is missing as most of the experimentation in ML projects already fulfilled. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Research Associate Used the software for: Less than 1 year ### "Good product to track ML trainings and generated data" 4.0 Overall Rating 4.0 4.0 Ease of Use 4.0 4.0 Features 4.0 4.0 Customer Service 4.0 4.0 Likelihood to Recommend 8/10 June 17, 2022 Pros Easy to use and integrate, can track data from any device, can also check from mobile phone on the go Cons Data organisation of old trials could be done better Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. RE Reviewer Ph. D student Used the software for: I used a free trial ### "Academic researcher-Overall incredibly useful for experiment organization" 5.0 June 10, 2022 Pros Comet is fairly easy to set up and use, and has the ability to store different types of results. The panel system makes it easy to compare across hyperparameters and the community panels are well developed. Cons The UI can be slow as more experiments are added an occasionally there are minor bugs which are manageable. Review source Non-incentivized review: any software user can leave a review for any product listed on our site. All submitted reviews are subject to our verification process prior to publication. [View all Reviews](https://www.capterra.com/p/250644/Comet/reviews/) ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox.