Best tools to simplify infrastructure management in 2025

Saturn Cloud

Collaborative environment for training and scaling machine learning models.

Prompts

Track and visualize machine learning experiments seamlessly.

Modelbit

Infrastructure-as-code for deploying machine learning models.

Vllm

Efficient engine for serving large language models with speed.

TuneMyAI

Quickly finetune AI models for diverse applications.

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.

Censius

Monitor machine learning models with real-time insights and analysis.

Ploomber Cloud

Build and manage data pipelines efficiently with collaborative workflows.

Release.ai

Deploy AI models swiftly and securely in your workflows.

Isomeric

Transforms messy text into structured, machine-readable data.

SAS Model Manager

Manage analytics models effectively with streamlined oversight.

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.

AIaC

AI-powered code generator for managing infrastructure efficiently.

Remyx

AI development studio for efficient model design and deployment.

Chariot

Create websites effortlessly without coding or design skills.

Steercode by LangChain

Create websites, apps, and games with simple descriptions.

SmoothRide

Urban planning tool promoting cyclist-friendly infrastructure improvements.

Terraform CLI

Automates and manages infrastructure across multiple cloud environments.