Best Data Science and Machine Learning Platforms - Page 109

How Many Data Science and Machine Learning Platforms Products Does G2 Track?

Total Products under this Category: 1,649

Category Stats (Sep 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Anyscale (+4.14%) - Among all products in this category, Anyscale recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Data Science and Machine Learning Platforms Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,400+ Authentic Reviews
  • 1,649+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Science and Machine Learning Platforms

G2 Grid® for Data Science and Machine Learning Platforms plotting products by satisfaction and market presence

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, IBM watsonx.data, Dataiku, and Hex.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=dataiku&focus%5B%5D=hex-tech-hex)

Workpack

Who Is the Company Behind Workpack?

  • Seller: Workpack
  • Year Founded: 1996
  • HQ Location: Dallas, US
  • LinkedIn® Page: www.linkedin.com
    88 employees on LinkedIn®

WorldQL

WorldQL is an advanced game engine designed to accelerate the creation and deployment of reinforcement learning (RL) environments. By leveraging web technologies, it enables developers and researchers to build, test, and ship RL environments in hours instead of weeks. WorldQL supports real-time collaboration, allowing multiple users and agents to edit the same environment simultaneously, akin to the collaborative experience of Google Docs. Its compatibility across various platforms, including macOS, Linux, and Windows via WSL, ensures flexibility and ease of deployment for diverse applications. Key Features and Functionality: - Real-time Collaboration: Facilitates simultaneous editing by multiple users and agents, enhancing teamwork and efficiency. - Maximum Compatibility and Flexibility: Built on web technologies, ensuring easy deployment and adaptability across different applications. - Fast Iteration: Enables rapid building, testing, and deployment of environments, significantly reducing development time. - Defeat Reward Hacking: Provides tools to analyze session replays, helping identify and address issues early in training runs. - Comprehensive Version Control: Offers visual history tracking, easy collaboration without additional software, and visual merge conflict resolution within the browser. - Versatile Deployment: Supports exporting environments to OpenEnv-compatible Docker containers, facilitating seamless integration into various workflows. Primary Value and Problem Solved: WorldQL addresses the challenges of time-consuming and complex RL environment development by providing a collaborative, flexible, and efficient platform. It empowers developers and researchers to create and deploy sophisticated RL environments swiftly, enhancing productivity and innovation in AI training and evaluation.

Who Is the Company Behind WorldQL?

worxogo

Make your team superstars. With worxogo Nudge Coach. Smash quotas consistently with a personalized Nudge Coach that builds better work habits using AI.

Who Is the Company Behind worxogo?

  • Seller: worxogo
  • Year Founded: 2015
  • HQ Location: Bangalore, IN
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®

XIRA

XIRA is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge artificial intelligence and machine learning technologies, XIRA enables organizations to extract valuable insights, automate complex processes, and make data-driven decisions with unprecedented accuracy and efficiency. Its intuitive interface and robust capabilities cater to a wide range of industries, empowering users to harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation and accessibility. - Advanced Analytics: Utilizes sophisticated algorithms to perform predictive analytics, trend analysis, and anomaly detection. - Automated Reporting: Generates real-time reports and dashboards, providing actionable insights without manual intervention. - Customizable Workflows: Allows users to design and implement tailored workflows to automate repetitive tasks and processes. - Scalability: Adapts to the growing needs of businesses, handling large volumes of data without compromising performance. Primary Value and Solutions: XIRA addresses the challenges of data overload and complexity by providing a unified platform that simplifies data management and analysis. It empowers businesses to make informed decisions, optimize operations, and drive innovation by transforming raw data into meaningful insights. By automating routine tasks and offering predictive capabilities, XIRA enhances productivity, reduces operational costs, and fosters a data-driven culture within organizations.

Who Is the Company Behind XIRA?

  • Seller: XIRA
  • Year Founded: 2013
  • HQ Location: CDMX, MX
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

XMAGNET

XMAGNET is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, XMAGNET enables organizations to extract valuable insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Integration: XMAGNET seamlessly connects with various data sources, allowing for comprehensive data aggregation and management. - Advanced Analytics: The platform offers sophisticated analytical tools that provide deep insights into business performance and trends. - Automation: XMAGNET automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Customizable Dashboards: Users can create personalized dashboards to visualize data in a way that best suits their needs. - Scalability: The platform is designed to scale with business growth, accommodating increasing data volumes and complexity. Primary Value and Solutions: XMAGNET addresses the challenge of data overload by providing a centralized platform for data analysis and management. It empowers businesses to make informed decisions quickly, enhances productivity through automation, and offers a scalable solution that grows with the organization. By simplifying complex data processes, XMAGNET enables users to focus on strategic initiatives and drive business success.

Who Is the Company Behind XMAGNET?

  • Seller: XMAGNET
  • Year Founded: 2025
  • HQ Location: Denver, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

xoul-ai

Xoul AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Xoul AI enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Analysis and Visualization: Xoul AI offers powerful tools to analyze large datasets and present findings through interactive visualizations, aiding in the identification of trends and patterns. - Automated Machine Learning: The platform automates the creation and deployment of machine learning models, reducing the need for extensive coding and accelerating the development cycle. - Natural Language Processing (NLP): Xoul AI's NLP capabilities allow for the processing and understanding of human language, enabling applications such as sentiment analysis and chatbots. - Predictive Analytics: By utilizing historical data, Xoul AI can forecast future outcomes, assisting businesses in strategic planning and risk management. - Scalability and Integration: Designed to scale with business growth, Xoul AI seamlessly integrates with various data sources and third-party applications, ensuring flexibility and adaptability. Primary Value and Solutions Provided: Xoul AI addresses the challenge of data-driven decision-making by providing a comprehensive suite of AI tools that simplify complex analyses and automate routine tasks. This empowers organizations to make informed decisions swiftly, improve operational efficiency, and gain a competitive edge in their respective industries. By democratizing access to advanced AI technologies, Xoul AI enables businesses of all sizes to harness the power of artificial intelligence without the need for extensive resources or expertise.

Who Is the Company Behind xoul-ai?

Xyzt

xyzt.ai is a high-performance, no-code location intelligence platform designed for scale. The enterprise-grade SaaS platform enables organizations to instantly visualize and analyze billions of spatio-temporal IoT and tracking records in seconds, without requiring custom data engineering or data science teams. Purpose-built for large-scale geospatial, movement, and time-series data, xyzt.ai natively supports all major data formats, including raw GPS traces, map-matched trip paths, and aggregated traffic volumes. With rapid cloud deployment completed in less than a day, users can seamlessly integrate and cross-analyze heterogeneous datasets from connected vehicles, assets, infrastructure, and environmental sensors.xyzt.ai is trusted globally across key industries to turn big data into real-time situational awareness: - Maritime & Ports: Analyze historical and live AIS data to optimize vessel traffic, improve maritime safety, and track port efficiency. - Smart Cities & Urban Mobility: Visualize floating vehicle data (FVD), floating cellular data, and traffic flows to eliminate congestion and support infrastructure planning. - Logistics & Asset Tracking: Monitor supply chain performance, evaluate asset utilization, and improve operational safety. - Sustainability: Drive green initiatives through emissions tracking, resource optimization, and environmental impact evaluation. What differentiates xyzt.ai is its unique blend of massive scale, total data privacy by design, and extreme usability. Domain experts can interactively explore billions of records, detect AI-driven anomalies, and unlock hidden trends instantly through a seamless, self-service visual analytics experience.

Who Is the Company Behind Xyzt?

  • Seller: xyzt.ai
  • Year Founded: 2020
  • HQ Location: Leuven, BE
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Yanyin Technology

Yanyin Technology offers an AI-driven digital collaboration platform tailored for biomedical research, integrating tools for molecular biology, electronic lab records, and data management. This platform enhances research efficiency by streamlining experimental processes and improving data traceability, addressing the challenges of fragmented workflows in scientific research. Key Features and Functionality: - yanMolecule: An integrated platform for sequence analysis and editing, featuring a universal plasmid construction workbench and sequence data asset management. - yanNote: A comprehensive solution for experiment recording and management, offering customizable templates, security features, audit support, and integration capabilities. - yanData: A research data management platform that facilitates data source integration, centralized management, custom data modeling, data processing, visualization, and analysis. - yanLibrary: An AI-powered tool for literature summarization and interpretation, providing context-based Q&A, a large model-based private knowledge base, and online literature storage and indexing. - yanInventory: A multi-location and multi-warehouse management system covering requisition, usage, return, and management processes, with data connectivity and real-time data synchronization. - yanEquipment: An integrated management system for instruments and equipment across multiple scenarios, offering full lifecycle status monitoring, usage reservation, and electronic equipment ledger export. Primary Value and Solutions Provided: Yanyin Technology's platform addresses the challenges of data integration, experimental process management, and team collaboration in biomedical research. By centralizing experimental data, automating data processing, and facilitating team collaboration, the platform improves data traceability, accelerates experimental processes, and drives innovation in drug discovery. Its suite of tools supports the entire research lifecycle, from experimental design to data analysis and reporting, enabling researchers to enhance efficiency and productivity.

Who Is the Company Behind Yanyin Technology?

Ycotek

Ycotek is a global technology consulting firm specializing in AI-driven solutions to help businesses achieve digital transformation. With over 20 years of experience, Ycotek combines artificial and human intelligence to deliver innovative and efficient services across various industries. Key Features and Functionality: - Data and Analytics: Offers insight strategy and governance, big data management, AI/ML operations, data visualization, and machine learning integration to optimize performance and reduce costs. - Cloud Enablement: Provides cloud strategy and execution, multi-cloud management, serverless implementation, cloud security and compliance, and cost optimization to transition organizations into cloud-based workflows. - Application Enablement: Facilitates application modernization, experience design, DevOps, cross-platform development, application security, and offers applications as a service to deliver advanced and innovative applications. Primary Value and Solutions: Ycotek empowers clients to stay ahead in a competitive landscape by leveraging cutting-edge technology and skilled professionals. Their AI-driven, dynamic, global delivery model ensures quality and precision in project execution. By integrating artificial intelligence with human expertise, Ycotek addresses complex business challenges, enhances operational efficiency, and drives measurable outcomes for clients.

Who Is the Company Behind Ycotek?

  • Seller: Ycotek
  • Year Founded: 2023
  • HQ Location: Minneapolis, US
  • LinkedIn® Page: www.linkedin.com
    91 employees on LinkedIn®

ytbulktranscript.app

ytbulktranscript.app is software for extracting transcripts from YouTube videos, playlists, and channels. It uses a pay-per-use credit system, avoiding recurring subscriptions. Single video transcripts are free and require no account. Bulk operations start with one-time fees, and credits can be purchased as needed. The platform retrieves transcripts directly from YouTube's caption system, supporting all available languages, including auto-generated captions. Transcripts are provided in plain text or timestamped formats. Channel scanning allows full channel transcript extraction, delivered as compressed archives via email. Credits never expire, and failed attempts result in automatic refunds. MCP support enables integration with AI tools like Claude for programmatic transcript retrieval. A Chrome extension and bookmarklet offer additional access. Channel owners can request free transcription of their channels through a manual review process.

Who Is the Company Behind ytbulktranscript.app?

Zahan

Zahan is an AI training studio that turns expert knowledge into interactive training sessions. Instead of spending days building slides and courses, you simply describe what you want to teach, and Zahan generates the full session: slides, quizzes, polls, and interactive exercises. Run it live with your team, gamified with real-time scoring and a leaderboard, or share a link for people to complete at their own pace. Zahan also uses AI to cluster audience questions in real time, so hosts can see not just who attended, but what people actually understood and where they got stuck. Key Features and Functionality: AI Session Generation: Describe what you want to teach, and Zahan automatically generates slides, quizzes, and exercises. Gamification: Live leaderboard, streaks, and real-time scoring to boost engagement and completion. Flexible Delivery: Run sessions live with a group, or share a link for self-paced play. AI-Clustered Q&A: Groups audience questions in real time so hosts can see what people actually understood. Primary Value and Solutions: Zahan addresses a common problem in corporate training: most self-paced courses go unfinished (industry averages around 12-15% completion), while live training is engaging but hard to scale. Zahan makes interactive, high-completion training as easy to create as a slide deck — closing the gap between what experts know and what actually gets taught.

Who Is the Company Behind Zahan?

Zander Labs

Zander Labs is a technology company specializing in developing innovative solutions that enhance operational efficiency and drive business growth. Their products are designed to integrate seamlessly into existing systems, providing scalable and user-friendly tools that address complex challenges across various industries. Key Features and Functionality: - Advanced Analytics: Utilizes cutting-edge algorithms to deliver actionable insights, enabling data-driven decision-making. - Customizable Solutions: Offers tailored products that adapt to specific business needs, ensuring flexibility and relevance. - Seamless Integration: Ensures compatibility with existing infrastructures, facilitating smooth implementation without disrupting current operations. - User-Friendly Interfaces: Designs intuitive interfaces that enhance user experience and reduce the learning curve for new users. - Scalability: Provides solutions that grow with the business, accommodating increased demands and evolving requirements. Primary Value and Problem Solved: Zander Labs' products empower businesses to optimize their processes, reduce operational costs, and improve overall performance. By offering customizable and scalable solutions, they address the unique challenges faced by organizations, enabling them to stay competitive in a rapidly changing market. The emphasis on seamless integration and user-friendly design ensures that clients can implement these tools with minimal disruption, leading to faster adoption and tangible results.

Who Is the Company Behind Zander Labs?

Zango

Who Is the Company Behind Zango?

  • Seller: Zango
  • Year Founded: 2024
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    29 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026