Best Data Science and Machine Learning Platforms - Page 112

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

Total Products under this Category: 1,682

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
  • 1,682+ 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, IBM watsonx.data, Snowflake, MATLAB, 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=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

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®

Zebra Workcloud Modeling Studio

Simplify AI with Zebra Workcloud Modeling Studio—a top-tier low-code/no-code machine learning platform for swift data prep to model training. Democratize data science across your enterprise Utilize pre-built algorithms designed for retail and CPG, pipelines, and end-to-end solutions. Empower AI initiatives with Zebra Workcloud Modeling Studio—an innovative, simple solution for a powerful data-driven future. Key benefits realized by some of our customers: - 3X boost in ML experimentation velocity - Up to 30% reduction in time and cost Gain data-driven insights for smarter decision-making through intelligent forecasting, pricing and demand analysis to accurately understand and predict customer demand. Zebra (NASDAQ: ZBRA) provides the tools to help businesses grow with asset visibility, connected frontline workers and intelligent automation. The company operates in more than 100 countries, and our customers include over 80% of the Fortune 500. Designed for the frontline, Zebra’s award-winning portfolio includes hardware, software, and services, all backed by our 50+ years of innovation and global partner ecosystem.

Who Is the Company Behind Zebra Workcloud Modeling Studio?

  • Seller: Zebra Technologies
  • Year Founded: 1969
  • HQ Location: Lincolnshire, IL
  • Twitter: @ZebraTechnology
    33,009 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    11,791 employees on LinkedIn®
  • Ownership: NASDAQ:ZBRA

Zen Ai

ZenAI is a trusted AI development partner specializing in building enterprise-grade AI solutions that transform business ideas into production-ready products. With a focus on digital transformation, ZenAI offers end-to-end services from concept to deployment, ensuring timely delivery and adherence to budget constraints. Their world-class engineering team has earned the trust of over 50 companies worldwide, delivering tailored AI solutions across various industries, including healthcare, automotive, retail, logistics, finance, and SaaS. Key Features and Functionality: - AI & Intelligent Automation: ZenAI develops custom AI solutions such as intelligent chatbots, recommendation engines, predictive analytics, and computer vision systems, all tailored to specific business workflows. - Web & Mobile Applications: Utilizing modern frameworks, ZenAI designs and builds responsive web applications and native mobile experiences, ensuring high user engagement and timely delivery. - Backend & Cloud Infrastructure: The company offers robust API development, microservices architecture, and cloud-native solutions on platforms like AWS, GCP, and Azure, ensuring scalable backends and efficient CI/CD pipelines. - Data Analytics & Visualization: ZenAI provides end-to-end data pipelines, real-time dashboards, and business intelligence solutions, transforming raw data into actionable insights for immediate use. Primary Value and Solutions for Users: ZenAI addresses critical business challenges by automating manual processes, enhancing data-driven decision-making, and unlocking new revenue streams through AI-powered products. Their solutions lead to significant efficiency gains, faster product launches, improved user engagement, and scalable infrastructure. By integrating AI capabilities seamlessly into existing workflows, ZenAI empowers businesses to achieve digital transformation swiftly and effectively, ensuring they remain competitive in their respective industries.

Who Is the Company Behind Zen Ai?

Zeno

Who Is the Company Behind Zeno?

Zenysis

Zenysis Technologies offers Harmony, an open-source advanced analytics platform designed to empower health systems by integrating and harmonizing data from multiple siloed information systems into a unified, user-friendly workspace. This integration enables decision-makers to access comprehensive insights, facilitating the transformation of health programs and systems. Key Features and Functionality: - Effortless Data Integration: Harmony seamlessly integrates data from existing systems without necessitating any modifications, ensuring a smooth and efficient implementation process. - Rapid Harmonization: The platform's harmonization capabilities allow for the combination of granular data from various sources, unlocking new insights into program performance. - Flexible Analysis & Reporting: With over 20 customizable visualization options, Harmony enables the creation of interactive dashboards and reports that automatically update with the latest data. - Improved Data Quality: Harmony provides tools to quickly identify and address data quality issues, offering easily interpretable data quality scores and assistive features for targeted improvements. - Integrated Data Warehousing: Utilizing the open-source Druid database, Harmony consolidates data into a high-performance repository, supporting advanced analytics and actionable insights. Primary Value and User Solutions: Harmony addresses the challenge of fragmented data within health systems by providing a centralized platform that integrates and harmonizes disparate data sources. This consolidation empowers decision-makers with timely, accurate, and comprehensive information, enhancing their ability to monitor program performance, respond to health emergencies, and implement data-driven strategies effectively. By improving data accessibility and quality, Harmony contributes to more efficient health systems and better health outcomes at scale.

Who Is the Company Behind Zenysis?

  • Seller: Zenysis
  • Year Founded: 2015
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    4,212 employees on LinkedIn®

ZeroComplex AI

ZeroComplex AI is an advanced artificial intelligence platform designed to simplify complex data analysis and decision-making processes for businesses. By leveraging cutting-edge machine learning algorithms, it enables organizations to extract actionable insights from vast datasets, enhancing operational efficiency and strategic planning. Key Features and Functionality: - Automated Data Processing: Streamlines the ingestion, cleaning, and transformation of raw data, reducing manual effort and minimizing errors. - Predictive Analytics: Utilizes sophisticated models to forecast trends and outcomes, aiding in proactive decision-making. - Natural Language Processing (NLP): Interprets and analyzes unstructured text data, facilitating sentiment analysis and information extraction. - Customizable Dashboards: Offers intuitive interfaces for visualizing data insights, tailored to specific business needs. - Scalability: Adapts to varying data volumes and complexity, ensuring consistent performance as business requirements evolve. Primary Value and User Solutions: ZeroComplex AI addresses the challenge of managing and interpreting large, complex datasets by providing a user-friendly platform that automates analytical processes. This empowers businesses to make informed decisions swiftly, identify opportunities for growth, and mitigate potential risks. By reducing the reliance on manual data analysis, it also frees up valuable resources, allowing teams to focus on strategic initiatives and innovation.

Who Is the Company Behind ZeroComplex AI?

Zeroth

Zeroth is the first all-in-one platform built to run your Amazon business. Replace disconnected tools with advanced inventory management, FBA shipment and prep workflows, AI-powered repricing, product research, compliant review requests, reimbursement recovery, and more, all in one connected workspace. Zeroth helps Amazon sellers move from scattered data and endless tabs to clearer decisions and better operations. Join our private beta and help shape the future of Amazon seller software.

Who Is the Company Behind Zeroth?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026