--- title: Comet.ml Reviews meta\_title: 'Comet.ml Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 21 reviews by the users' company size, role or industry to find out how Comet.ml works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 21 scale: '5' date\_modified: '2026-08-12' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Comet.ml Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by Comet.ml but has limited features. Are you part of the Comet.ml team? [Upgrade your plan](https://my.g2.com/comet-ml/upgrade?utm_campaign=s3&utm_medium=claim-popup&utm_source=g2) to enhance your branding and engage with visitors to your profile! Comet provides an end-to-end model evaluation platform for AI developers, with best in class LLM evaluations, experiment tracking, and production monitoring. * * * Seller [Comet.ml](https://www.g2.com/sellers/comet-ml) Discussions [Comet.ml Community](https://www.g2.com/products/comet-ml/discuss) Overview by Sarah Smith Show More ## Pricing Pricing provided by Comet.ml. ### Free Free ### Pro $39.00 Per Month [ View More Pricing Information ](https://www.g2.com/products/comet-ml/pricing) ## Top-Rated Alternatives [ ![Weights & Biases](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Weights & Biases") Weights & Biases 4.6/5(55) ](https://www.g2.com/products/weights-biases/reviews) [ ![Databricks](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Databricks") Databricks 4.6/5(1,365) ](https://www.g2.com/products/databricks/reviews) [ ![Gemini Enterprise Agent Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gemini Enterprise Agent Platform") Gemini Enterprise Agent Platform 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ View All Alternatives ](https://www.g2.com/products/comet-ml/competitors/alternatives) ## User Insights Average based on 21 real user reviews. Typical contract price $0k - $0k [Sign in to view](/login) Per Month [Log in to unlock pricing and user insights](/login) ## Comet.ml Integrations (1) What do users say about integrations? Integration information sourced from real user reviews. [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") GitHub ](https://www.g2.com/products/github/reviews) Show More ![Muhammad O.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Muhammad O.") MO Muhammad O. Salesforce Business Analyst Information Technology and Services Small-Business (50 or fewer emp.) 7/30/2026 "Simple and Reliable AI Experiment Tracking" 4/5 What do you like best about Comet.ml? What I like most about Comet.ml is how clearly it shows what’s happening behind the scenes in AI and LLM workflows. The interface feels well organized, and it’s easy to navigate through logs, traces, and experiment data all in one place. I also appreciate that it supports different AI frameworks, which makes debugging and monitoring a lot more manageable overall. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? The biggest drawback for me is the learning curve when using it for the first time. Some of the observability and evaluation features can feel a bit advanced if you’re just getting started, which makes the initial setup and exploration less intuitive than it could be. A few guided tutorials or simpler onboarding examples would go a long way toward making the first experience smoother. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? Comet.ml makes AI and LLM development easier by providing clearer visibility into experiments, logs, and overall model behavior. Rather than spending time manually tracking down issues, I can quickly see what happened during a run and pinpoint the areas that need improvement. It saves me time and keeps debugging and monitoring far more organized and consistent. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. G2 IconCurrent UserValidated ReviewerIncentivizedSource: G2 invite ![Jeni J.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jeni J.") JJ Jeni J. Software Dev , Ai Agents Builder Information Technology and Services Mid-Market (51-1000 emp.) 7/28/2026 "Transforms Experiment Tracking with Ease" 4/5 What do you like best about Comet.ml? I use Comet.ml to track and compare machine learning experiments, monitor model training, and keep all my metrics, hyperparameters, and model versions organized in one place. I appreciate how it makes the entire development workflow much more reliable. The Comet.ml interface is clean and intuitive, and I love how easy it is to visualize and compare experiments without digging through logs or spreadsheets. The AI-powered observability tools for LLMs make it much easier to trace model behavior, identify issues, and improve performance with confidence. I really appreciate how well Comet.ml integrates with popular machine learning frameworks like PyTorch, TensorFlow, and Hugging Face, which makes adding experiment tracking to existing projects very seamless with just a few lines of code. Comet.ml automatically captures hyperparameters, metrics, model checkpoints, and training curves, saving me time and making it easier to reproduce results, compare runs, and collaborate with teammates. The initial setup was very easy for me. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? One area that could be improved is the learning curve for some of the more advanced experiment management and observability features, as it can take a little time to understand everything the platform offers. I'd also like to see more customizable dashboards and reporting options, along with clearer cost visibility for larger teams managing many experiments and LLM evaluations. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? I use Comet.ml to track and compare machine learning experiments, debug LLM applications, and organize metrics. It helps me reproduce results, debug performance issues, and collaborate efficiently, making the ML development workflow more reliable and reproducible. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. G2 Icon 7/30/2026 Current UserValidated ReviewerIncentivizedSource: G2 invite ![Verified User in Oil & Energy](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Oil & Energy") AO Verified User in Oil & Energy Mid-Market (51-1000 emp.) 8/10/2026 "Centralized ML Experiment Tracking with Clear Dashboards and Strong Reproducibility" 4/5 What do you like best about Comet.ml? This platform makes it easy to track and compare machine learning experiments all into a centralised workspace. I also like how it automatically records the needed parameters, metrics, code changes and other system information without even requiring any extensive support. Their dashboard provide clear visual comparison between the different model runs. It also helped our model registry and artefact versioning, improving the reproducibility and team collaboration. Overall, I would say this gave us better control over the complete model development life cycle. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? Their interface can be bit overwhelming initially because of the number of features and configuration options available. And for large projects with multiple experiment may also require careful organization to keep their workspace manageable. Some advanced capabilities and other team management features are limited to higher priced plans and uploading extensive logs and artifacts can also add more storage and overhead the performance. Having a better onboarding and simpler cost visibility or transparency would improve the overall platforms experience. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? This platform solves the difficulty of manually tracking model experiments across their spreadsheet and even, notebooks and disconnected tools. It gave us a reliable record of every model run and including its parameters, metrics code and other related artefacts. This allowed our team to reproduce successful experiments and understand why one model performs better than the other one. Their model registry also create a more structured process for promoting models into production, as a result of it our development became faster and more collaborative and less prone to repetitive work. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise. G2 IconCurrent UserValidated ReviewerIncentivizedSource: G2 invite ![Shreyas T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shreyas T.") ST Shreyas T. Hardware Designer Mid-Market (51-1000 emp.) 2/11/2022 "Good Platform to share ML data" 4/5 What do you like best about Comet.ml? It provides a single platform to share ML experiments and models. Helps to compare data and insights from different people in an efficient way. This helps save a lot of time. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? It takes some time to ramp up on this. I wish that the documentation was more crisp or polished. A better adoption on the academic side would help students be familiar with this tool earlier. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? We use it to visualize our training data and it helps us understand the data and models better. Additionally, we don't have to spend time in talking to specific people since all data is available on the dashboard Review collected by and hosted on G2.com. Show More 2/28/2022 Validated ReviewerIncentivizedSource: G2 invite ![Avi P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Avi P.") AP Avi P. Web Developer Small-Business (50 or fewer emp.) 6/20/2022 "Solid platform overall but there's competition" 3.5/5 What do you like best about Comet.ml? Simplicity to integrate into my project. Nice UI and UX overall Review collected by and hosted on G2.com. What do you dislike about Comet.ml? Expensive and not so customizable overall. There are platforms that compete with this one and have better offerings, which is why i switched. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? Helps me speed up building my neural networks and ML tests... Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Aishwarya B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Aishwarya B.") AB Aishwarya B. G Small-Business (50 or fewer emp.) 2/14/2022 "Easy to use and integrate" 4/5 What do you like best about Comet.ml? User-friendly interface for model training, easy to use, the dashboard makes visualizations convenient Review collected by and hosted on G2.com. What do you dislike about Comet.ml? Somewhat limited model tracking abilities. Documentation could be improved. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? Used to manage end-to-end ML life cycle. Has helped streamline the process significantly and improved transparency within the team Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Taha S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Taha S.") TS Taha S. Cloud Operations Administrator Small-Business (50 or fewer emp.) 5/24/2022 "Easy to Use !! Great UI" 4/5 What do you like best about Comet.ml? User interface Easy to use Support different View and Easy to search Text Review collected by and hosted on G2.com. What do you dislike about Comet.ml? Price. time take to pull data small notification view Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? Code Debug Application monitoring Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Natechanok Y.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Natechanok Y.") NY Natechanok Y. Research assistant Small-Business (50 or fewer emp.) 2/11/2022 "Review ML program Comet.ML" 4/5 What do you like best about Comet.ml? The easy function to use and the platform is easy to access Review collected by and hosted on G2.com. What do you dislike about Comet.ml? The complicated of the program and slowness Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? The collaboration and reduce the time to work on the project Review collected by and hosted on G2.com. Show More 3/1/2022 Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Hospital & Health Care](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Hospital & Health Care") UH Verified User in Hospital & Health Care Mid-Market (51-1000 emp.) 11/23/2021 "Comet.ml" 3.5/5 What do you like best about Comet.ml? Easy integration of comet.ml into code to tracks models and experiments. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? Comet ml teams plan is slightly expensive. Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? It's easy to track experiments and decide future experiments based on results from previous experiments. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Verified User in Telecommunications](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Telecommunications") UT Verified User in Telecommunications Mid-Market (51-1000 emp.) 8/27/2021 "Comet ML for Data science Operations" 4/5 What do you like best about Comet.ml? The best thing about comet ml is I can integrate my developed machine learning model pipeline easily, and it provides great GUI. Review collected by and hosted on G2.com. What do you dislike about Comet.ml? What i don't like about comet ml is it doesn't support for all the programming languages and need more details about all the features Review collected by and hosted on G2.com. What problems is Comet.ml solving and how is that benefiting you? I have used Comet ML for tracking the Changes in my ML code, input files and parameters for model development in the operation phase Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ## Pricing Options Pricing provided by Comet.ml. ### Free Free ### Pro $39.00 Per Month ### Enterprise Contact Us [ View More Pricing Information ](https://www.g2.com/products/comet-ml/pricing) Comet.ml Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_ee85a41e986e5c370efe084bbe07576b/weights-biases.png "Product Avatar Image") Weights & Biases 4.6/5(55) [ Compare Now ](https://www.g2.com/compare/comet-ml-vs-weights-biases) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_f70790069031a79320ca3574ae7f765d/clearml.png "Product Avatar Image") ClearML 4.7/5(13) [ Compare Now ](https://www.g2.com/compare/clearml-vs-comet-ml) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") Databricks 4.6/5(1,365) [ Compare Now ](https://www.g2.com/compare/comet-ml-vs-databricks) ##### ##### Comet.ml Features Deployment Language Flexibility Framework Flexibility Versioning Management Monitoring Operations Metrics [ View More Features ](https://www.g2.com/products/comet-ml/features) ##### Categories on G2 [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) ##### Explore More [Which automotive digital retailing software uses AI to summarise calls and texts so managers can coach sales reps without reviewing every interaction manually?](https://www.g2.com/discussions/which-automotive-digital-retailing-software-uses-ai-to-summarise-calls-and-texts-so-managers-can-coach-sales-reps-without-reviewing-every-interaction-manually)[Which columnar databases are the easiest to integrate with Looker, Tableau and Google Data Studio so an analytics team can connect its BI tool without a complex connector setup?](https://www.g2.com/discussions/which-columnar-databases-are-the-easiest-to-integrate-with-looker-tableau-and-google-data-studio-so-an-analytics-team-can-connect-its-bi-tool-without-a-complex-connector-setup)[Which financial aid software platforms have strong customer support for families having difficulty with online applications?](https://www.g2.com/discussions/which-financial-aid-software-platforms-have-strong-customer-support-for-families-having-difficulty-with-online-applications) [Which lead retrieval systems have the strongest integrations with HubSpot and Salesforce so captured leads flow directly into the CRM without a CSV export step?](https://www.g2.com/discussions/which-lead-retrieval-systems-have-the-strongest-integrations-with-hubspot-and-salesforce-so-captured-leads-flow-directly-into-the-crm-without-a-csv-export-step)[What platform provides templates for business process mapping?](https://www.g2.com/discussions/which-platform-provides-templates-for-business-process-mapping)[What are the best contact center payments platforms combining digital phone lines with all-in-one service and 24/7 support?](https://www.g2.com/discussions/what-are-the-best-contact-center-payments-platforms-combining-digital-phone-lines-with-all-in-one-service-and-24-7-support) [Show MoreShow Less](javascript:void(0);)