Modelbit

Modelbit is an infrastructure-as-code platform designed specifically for running machine learning models in production. It simplifies the complex processes of deployment, staging, hosting, autoscaling, retraining, re-evaluating, drift detection, and shadow deployments by allowing teams to describe their entire workflow in code and configuration directly in their git repositories. With a simple git push, users can push their code to Modelbit, making it live in production with ease.

The platform is particularly beneficial for organizations that require robust production machine learning infrastructure. Modelbit provides a high-level Python API tailored for data scientists and ML researchers, along with a CLI and web application for managing both staging and production environments. Each deployment is containerized and isolated, ensuring that resources are efficiently managed without impacting other users. With features like versioning and REST API support, Modelbit achieves an impressive 99.99% uptime, making it a reliable choice for serious ML operations.

Free Tier:
- Basic features for small teams
- Up to 2 concurrent deployments
- $0/month

Pro Tier:
- Advanced features for growing teams
- Up to 10 concurrent deployments
- Priority support
- $99/month

Enterprise Tier:
- Custom solutions for large organizations
- Unlimited deployments
- Dedicated account manager
- Custom pricing