Find 29 Best Data Science and Machine Learning Platforms with Collaboration in July 2026
Showing 21-40 out of 29
8.8
SpotScore
Comet ML
MLOps platform for experiment tracking, model registry, and LLM evaluation
Best for: SMB teams
Add to compare
Watch Demo
What is Comet ML?
Comet ML is an MLOps platform for tracking, comparing, explaining, and optimizing machine learning experiments. Data scientists and ML engineers use Comet to log training runs — capturing model parameters, metrics, code, datasets, and artifacts — and compare experiments to understand what drove ...
Read more about Comet MLStarts from Freefree, also offers free forever plan

Kairntech
Powering Data-Driven Decisions for Life Sciences.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Kairntech?
Kairntech is an innovative platform specializing in data-driven solutions for the life sciences industry. It offers tools that streamline data management, analysis, and visualization, enabling organizations to make informed decisions based on real-time insights. Kairntech focuses on enhancing ...
Read more about KairntechKairntech offers custom pricing plan

PrimeHub AI
Empower your team, supercharge AI workflows.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is PrimeHub AI?
PrimeHub is an on-premise machine learning platform designed to enhance the productivity of AI/ML teams in a collaborative environment. It provides administrators with tools to manage hardware resources, control access, set group quotas, and handle datasets efficiently. Built on Kubernetes, ...
Read more about PrimeHub AIPrimeHub AI offers custom pricing plan

NeoPulse
Streamline your AI workflow with NeoPulse Framework.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is NeoPulse?
The NeoPulse Framework allows organizations to oversee their entire AI workflow and infrastructure from a single platform. This unified interface enables DevOps, data engineers, and ML engineers to collaborate seamlessly without needing separate tools. With NeoPulse, data engineers can compile ...
Read more about NeoPulseNeoPulse offers custom pricing plan

Add to compare
What is MLReef?
MLReef is a machine learning development platform that democratizes ML innovation across your entire organization, making it easy and limitless. Experience the benefits of Distributed ML Development: Up to 5X increase in ML development throughput, Up to 85% reduction in dependency on internal ...
Read more about MLReefMLReef offers custom pricing plan

Datacanvas
Elevating businesses with cutting-edge AI solutions.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Datacanvas?
DataCanvas (Beijing ZetYun Technology, founded 2013) is an automated data science platform serving government, finance, aviation, manufacturing, and other sectors. It supports automatic machine learning, real-time computing, and model creation and management, enabling business analysts and data ...
Read more about DatacanvasDatacanvas offers custom pricing plan
Hasty.ai
Streamlining data labeling for better machine learning.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Hasty.ai?
Hasty is an advanced data labeling platform that streamlines the process of annotating images and videos for machine learning projects. It offers a collaborative workspace where teams can efficiently create high-quality labeled datasets. With features like automated labeling, version control, ...
Read more about Hasty.aiHasty.ai offers custom pricing plan

Altair Knowledge Studio
Empowering data-driven decisions with advanced analytics.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Altair Knowledge Studio?
Altair Knowledge Studio is a comprehensive platform for data analytics and machine learning that empowers users to derive actionable insights from their data. With an intuitive interface, it offers a range of tools for data preparation, model building, and validation, making it accessible for ...
Read more about Altair Knowledge StudioAltair Knowledge Studio offers custom pricing plan

Code Ocean
Elevating computational research with reproducible collaboration.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Code Ocean?
CodeOcean is a collaborative platform designed to simplify the development and sharing of computational research. It provides a cloud-based environment where researchers can write, run, and share code in a reproducible manner. By offering features like version control, automatic dependency ...
Read more about Code OceanCode Ocean offers custom pricing plan

PrimeHub AI Platform
Empower your AI team with a seamless platform.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is PrimeHub AI Platform?
Experience the transformative capabilities of PrimeHub AI Platform, your gateway to revolutionizing MLOps with just a single click. This innovative platform is set to redefine the landscape of on-premise machine learning solutions, empowering AI/ML teams to realize their full potential within a ...
Read more about PrimeHub AI PlatformPrimeHub AI Platform offers custom pricing plan

Genemod
Accelerating scientific productivity through seamless collaboration.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Genemod?
Genemod is a cloud-based lab management platform for scientific research teams that centralizes data capture, experiment management, and collaboration. It automates data analysis and provides reporting and visualization tools, reducing time spent on administrative tasks.
Read more about GenemodGenemod offers custom pricing plan

Add to compare
What is Synthical?
Synthical is a research platform that uses AI to help users find, understand, and share academic papers. It provides personalized paper recommendations, simplifies technical content for faster reading, and lets teams sync notes and insights in a shared workspace.
Read more about Synthical
Ever Efficient AI
Revolutionize your data, accelerate your success.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Ever Efficient AI?
Ever Efficient AI is an AI platform that helps businesses extract insights from historical data for analytics, planning, and forecasting. It targets organizations that want to automate data analysis without building custom AI infrastructure, with pricing tiers suited to different budget sizes ...
Read more about Ever Efficient AI
Pluto Biosciences
Accelerate your genomics research with precision and ease.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Pluto Biosciences?
Introducing Pluto Biosciences, the cutting-edge analysis platform designed to empower scientists in uncovering intricate patterns within genome-wide gene expression datasets. With a user-friendly interface and a myriad of features, Pluto simplifies the process of comparing differences among ...
Read more about Pluto Biosciences
Databricks Lakehouse Platform
Innovate, collaborate, excel - with Databricks Lakehouse Platform.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Databricks Lakehouse Platform?
Introducing the cutting-edge Databricks Lakehouse Platform, boasting the latest in data science and machine learning capabilities. This innovative platform seamlessly merges the strengths of traditional data warehouses and versatile data lakes to offer a unified solution for managing all your ...
Read more about Databricks Lakehouse PlatformDatabricks Lakehouse Platform offers custom pricing plan

Saturn Cloud
Revolutionize data science with collaborative cloud computing.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Saturn Cloud?
Saturn Cloud is a cloud platform for data science teams that supports Python and R within a shared workspace. Teams can run scheduled jobs, manage deployments, and collaborate on analyses without building or maintaining their own infrastructure, with resources that scale to match workload demands.
Read more about Saturn CloudSaturn Cloud offers custom pricing plan

Strait
Simplify model management and elevate your analytics game.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Strait?
Strait is an ML lifecycle management platform that helps data science teams design, deploy, and track analytic models across all stages of development. It provides a central workspace for collaboration, model versioning, and performance monitoring, reducing the overhead of managing multiple ...
Read more about StraitStrait offers custom pricing plan

Add to compare
What is Datrics?
Datrics is an AI platform that revolutionizes the way you build and operate machine learning solutions. You can now design, develop and manage production features and pipelines with an easy-to-use drag-n-drop interface. No coding necessary. With this software, non-practitioners can upload and ...
Read more about DatricsStarts from $41.66/User/Month when Billed Yearly, also offers free forever plan

Add to compare
What is BigML?
BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is seamless to integrate, allowing you to set up an easy-to-use web interface and REST APIs in just seconds. ...
Read more about BigMLStarts from $20/Month when Billed Yearly, also offers free forever plan

Oracle Data Science Cloud Service
Streamlining data science in the cloud.
Best for: SMB teams · Mid-market · Enterprise
Add to compare
What is Oracle Data Science Cloud Service?
Oracle Data Science Cloud Service is a cloud-based end-to-end machine learning platform that allows data science teams to collaborate and access the necessary data, computational resources, and tools for model building, training, deployment, and managing models in the Oracle Cloud. It supports ...
Read more about Oracle Data Science Cloud ServiceOracle Data Science Cloud Service offers custom pricing plan
Compare top products
About the reviewer
Rajat Gupta is the founder of Spotsaas. Over the past two years, he has reviewed 2,000+ tools across CRM, HR, AI, and finance — applying hands-on product research and a background in commerce and the CFA program to evaluate software through a business and ROI lens. His goal: help teams make software decisions they won't regret.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
