# Comet Reviews 2026. Verified Reviews, Pros & Cons | Capterra > Is Comet the right Machine Learning solution for you? Explore 12 verified user reviews from people in industries like yours to make a confident choice. Source: https://www.capterra.com/p/250644/Comet/reviews --- Comet 4.3 (12) [View alternatives](https://www.capterra.com/p/250644/Comet/alternatives/) Provider data verified by our Software Research team, and reviews moderated by our Reviews Verification team. [Learn more](https://www.capterra.com/our-story/) * * * Last updated March 13th, 2026 # Reviews of Comet Ease of use 4.3 Customer Service 4.4 ## Showing most helpful reviews Showing 1-12 of 12 Reviews Sort by: Most Helpful Rating Company Size Reviewer's Role Length of Use Frequency of Use Kareem M. student Computer Software Used the software for: Less than 6 months ### "Comet review" December 2, 2022 4.0 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 SB Saurabh B. Student Mechanical or Industrial Engineering Used the software for: 2+ years ### "Best experiment tracking tool" June 19, 2022 4.0 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 BM Brian M. Data Analyst Renewables & Environment Used the software for: I used a free trial ### "Comet Review" June 7, 2022 3.0 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 VR Verified Reviewer Data Scientist Computer Software Used the software for: 1-2 years ### "Great Product. Easy to Use. Becoming expensive." July 25, 2022 4.0 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 VR Verified Reviewer Research Assistant Computer Hardware Used the software for: 6-12 months ### "Comet for DL and NLP Class" June 6, 2022 5.0 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 WW Witold W. Technical assistant Research Used the software for: 1-2 years ### "It does its job perfectly well, and you can trick it into doing many other jobs." May 31, 2022 5.0 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 KM Kalyan M. Data Scientist Internet Used the software for: 1-2 years ### "Great Experimentation Tracker" July 25, 2022 4.0 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 HK Hiren K. Machine Learning Engineer Information Technology and Services Used the software for: 6-12 months ### "Easy to Integrate with Machine Learning Projects" June 4, 2022 5.0 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 TR Tejas R. Research Associate Research Used the software for: 6-12 months ### "Good product to track ML trainings and generated data" June 14, 2022 4.0 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 JD Joshua D. Ph. D student Research Used the software for: I used a free trial ### "Academic researcher-Overall incredibly useful for experiment organization" June 7, 2022 5.0 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 KA Khush A. Researcher Research Used the software for: 6-12 months ### "Excellent tool to keep track of experiments" May 31, 2022 5.0 Has been seamless. Pros It is an easy alternative to replace local experiment tracking that makes it convenient to check on live/previous experiments from any device. Cons Saving model can be a hassle, especially when size becomes large. Review Source AJ Arnaud J. student Computer Software Used the software for: 6-12 months ### "Good product" June 15, 2022 4.0 Pros Ease of use and usability within a team. Cons Team size is limited on academic plan makes it hard to organize Review Source Similar Products Featured ## Related categories [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/)