Valohai

“Stellar customer support”

Pros

It has really helped us organize our machine learning model development process. The features feel well tested and they're also very quick to roll out new functionality based on customer requests. On top of that, their customer support has been outstanding and goes the extra mile to get everything set up and running quickly.

Cons

None so far, we're still waiting to come across the first bug in the platform.

“core component of our data stack”

Pros

This tool has become a dependable part of our ML workflow and a core component of our data stack. Getting started with it was simple and it has helped us scale our ML models while keeping track of experiment versions, model performance and the models themselves. It gives me confidence that we can handle increasing data volumes and bring new team members on board without much trouble. On top of that, their customer support has been incredible.

Cons

One area that still feels challenging is building pipelines with dependencies across multiple steps and executions. Right now, I still depend on Airflow for that although Valohai's API at least gives me enough flexibility to piece it together myself. I'd also like to see more complete documentation, even if their fast and helpful support team usually fills in the gaps when questions come up.