![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 "Deploying AI Workloads Has Never Been Easier" 4.5/5 What do you like best about Modal Labs? I love using Modal Labs because it simplifies deploying GPU-powered AI workloads. The developer experience is excellent, allowing me to turn Python functions into scalable cloud services with very little code. Automatic scaling works seamlessly, and the fast startup times make it easier to build, test, and deploy AI applications without worrying about infrastructure. I really appreciate how well Modal Labs handles GPU provisioning and batch workloads behind the scenes. The integrations with popular Python AI frameworks are smooth, logs and monitoring are easy to follow, and the ability to scale from a small prototype to production without changing much code makes the development workflow much more efficient. Also, the initial setup was very easy. Review collected by and hosted on G2.com. What do you dislike about Modal Labs? One area that could be improved is cost visibility and monitoring for GPU-intensive workloads, especially as projects scale. I'd also like to see more built-in debugging and profiling tools for long-running jobs, along with additional deployment templates and examples for common AI use cases to help new users get started even faster. One improvement would be a real-time cost dashboard that breaks down GPU usage and estimated spending by deployment, batch job, or individual function, making it easier to spot expensive workloads before costs grow unexpectedly. For debugging, I'd like more detailed execution traces, GPU utilization metrics, memory usage graphs, and easier access to logs from failed or long-running jobs, along with built-in recommendations for optimizing performance and reducing resource consumption. Review collected by and hosted on G2.com. What problems is Modal Labs solving and how is that benefiting you? I use Modal Labs to deploy and scale AI applications without managing cloud infrastructure. It eliminates the complexity of provisioning and managing GPU infrastructure, allowing me to deploy models, run batch jobs, and serve inference with minimal setup. This speeds up development and focuses on building AI applications. 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 Rating Updated (7/30/2026) Current UserValidated ReviewerIncentivizedSource: G2 invite See what 10 reviewers think of Modal Labs 4.1 out of 5 ยท Verified reviews from real users [ Read all reviews ](https://www.g2.com/products/modal-labs/reviews)