Best data-driven systems evaluation tools in 2025

Apache Spark ML

Scalable library for efficient machine learning and data processing.

AI-powered Parabola steps

Automate and organize data workflows effortlessly.

Thinking Machines

Empowers organizations with custom AI and cloud data solutions.

Salad

Distributed GPU cloud for efficient AI computing.

ResuLLMe

Create interactive data visualizations without coding skills.

Apache Mahout

Framework for scalable machine learning and data processing.

Mode

User-friendly data analysis and visualization for teams.

Apache Hadoop

Framework for processing large datasets across multiple computers.

Hex

Collaborative data analysis and visualization for teams.

BigDL

Run deep learning models efficiently on large datasets.

Hadoop

Framework for processing large data sets across multiple systems.

Vectorize

Create AI applications with effortless data extraction and insights.

Gold Retriever

Interact with data using AI-driven queries for precise answers.

Airbook

Connect and analyze data effortlessly across platforms.

Nomic Atlas

Visualizes and curates data for collaborative analysis and insights.

CVAT – Computer Vision Annotation Tool

Data annotation software for efficient labeling of images and videos.