Best infrastructure management tools tools in 2025

AIaC

AI-powered code generator for managing infrastructure efficiently.

COG

Streamlined deployment of machine learning models across environments.

UbiOps

Centralized management for AI model deployment across environments.

Future AGI

Evaluate and optimize AI applications for high performance.

Swift Security

Secure environment for managing generative AI data and applications.

BenchLLM

Evaluate AI applications with comprehensive testing tools.

Milk infrastructure

Automated management and scaling for Kubernetes environments.