Best model versioning tools in 2025

Kel

Command line interface for automating tasks and engaging with AI.

Saturn Cloud

Collaborative environment for training and scaling machine learning models.

Milk infrastructure

Automated management and scaling for Kubernetes environments.

SAP HANA Cloud

Integrated database management for real-time data applications.

Databricks

Unified analytics for real-time data insights and collaboration.

Lume

Automate and validate data mapping effortlessly.

Ploomber Cloud

Build and manage data pipelines efficiently with collaborative workflows.

Isomeric

Transforms messy text into structured, machine-readable data.

Accord

Machine learning framework for .NET developers enabling advanced data analysis.

Amazon Kinesis

Real-time data processing for immediate insights and actions.

Ocular AI

Streamlined data labeling for efficient AI training and management.

Qubole

Cost-effective data lake solution for efficient analytics.

Apache Samza

Real-time data processing framework for stateful applications.

Caret

A comprehensive framework for predictive modeling in R.

OmniInfer

Fast and reliable access to scalable AI model deployment.

AIaC

AI-powered code generator for managing infrastructure efficiently.

Cerebrium

Serverless infrastructure for rapid AI application development.

Neu.ro

Transforms data centers into AI-driven environments for enhanced analytics.

Remyx

AI development studio for efficient model design and deployment.

Novita

User-friendly AI model deployment with scalable GPU resources.

Levytation

On-demand GPU rental for AI and data processing.

Currux Vision

AI-powered traffic monitoring and enforcement system for cities.

NVIDIA TensorRT

Optimizes AI model inference for real-time applications.

OpenStack CLI

Open-source software for building and managing cloud infrastructure.

Logz.io

AI-driven observability for real-time system insights and monitoring.