Best Data Science and Machine Learning Platforms - Page 86

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)

Rechart

Rechart is an innovative platform designed to simplify and secure the process of sharing interactive data applications with clients. By transforming raw datasets into dynamic, visually engaging charts, Rechart enables businesses to present complex information in an accessible and intuitive manner. This approach not only enhances client engagement but also fosters stronger business relationships through transparent and controlled data sharing. Key Features and Functionality: - Interactive Charts: Create responsive, real-time charts that allow clients to explore data dynamically. - Enterprise Security: Utilize bank-level encryption and security protocols to ensure sensitive business data remains protected. - Client Management: Manage client access effortlessly with role-based permissions and detailed activity tracking. - Granular Control: Fine-tune data visibility with precise permission controls and custom views tailored to each client. - Real-time Updates: Keep clients informed with automatic data refreshes and instant notifications on key metrics. - White-label Ready: Customize the platform with your brand colors, logo, and domain for a seamless client experience. Primary Value and Solutions Provided: Rechart addresses the challenges businesses face in sharing sensitive data by offering a secure, user-friendly platform that requires no technical expertise. It empowers businesses to create interactive chart applications swiftly, ensuring clients can explore data within controlled parameters. This not only enhances client trust and engagement but also streamlines the data-sharing workflow, allowing businesses to focus on delivering insights rather than managing complex data-sharing processes.

Who Is the Company Behind Rechart?

Recidiviz

Recidiviz is a non-profit organization dedicated to transforming the criminal justice system through data-driven technology solutions. By integrating fragmented data from various criminal justice agencies, Recidiviz provides real-time insights that empower decision-makers to implement policies aimed at reducing incarceration rates and enhancing community safety. Their tools are designed in collaboration with agency staff and individuals impacted by the justice system, ensuring that the solutions are both effective and empathetic. Key Features and Functionality: - Supervision Assistant: Streamlines the daily tasks of parole and probation teams, allowing them to focus more on supporting clients in the community. - Facilities Assistant: Assists corrections staff in guiding residents toward rehabilitative paths from intake to release, optimizing facility operations. - Case Planning Assistant: Utilizes AI to help case managers develop comprehensive, personalized reentry plans for individuals transitioning back into society. - Policy Forecasting: Provides tools to analyze and predict the outcomes of policy changes, enabling leaders to make informed decisions that promote positive systemic change. Primary Value and Solutions Provided: Recidiviz addresses the critical issue of disjointed and inaccessible data within the criminal justice system. By consolidating and standardizing this information, they offer actionable insights that help reduce unnecessary prison admissions, accelerate earned releases, and decrease harmful disparities. Their technology not only saves time for agency staff but also supports the successful reintegration of individuals into the community, ultimately contributing to safer and more equitable societies.

Who Is the Company Behind Recidiviz?

  • Seller: Recidiviz
  • Year Founded: 2017
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    11,942 employees on LinkedIn®

Rectified.ai

Our Mission is to commoditize access to data and to enable organizations to build their own path to enterprise Data Science. Rectified.ai provides a ready-to-use data-science platform to the massive yet grossly underserved small and medium-sized enterprises. Rectified.ai : Zero to ML in 15 minutes. We provide a blazing fast path to start your enterprise grade Data Science project.

Who Is the Company Behind Rectified.ai?

RedIQ

Who Is the Company Behind RedIQ?

  • Seller: RedIQ
  • Year Founded: 2012
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Reef

Reef is an AI-powered data analysis platform designed to streamline the process of collecting, analyzing, and visualizing data. By leveraging artificial intelligence, Reef enables users to quickly generate insights, create interactive charts, and organize findings on collaborative whiteboards. Its intuitive interface and robust features make it suitable for both individuals and teams seeking efficient data management solutions. Key Features and Functionality: - AI Deep Research: Automatically collects and analyzes data based on user specifications, reducing manual effort. - Interactive Whiteboards: Organize charts and insights on collaborative boards, facilitating team discussions and idea sharing. - Data Reconciliation Pipelines: Set up reusable pipelines to reconcile and analyze data efficiently, streamlining repetitive tasks. - Audio Presentations: Generate audio summaries of data analyses, providing an alternative medium for presenting findings. Primary Value and User Solutions: Reef addresses the challenges of time-consuming data collection and analysis by automating these processes through AI. It empowers users to derive actionable insights swiftly, enhances collaboration through interactive tools, and offers flexible pricing plans to cater to various data analysis needs. Whether for small-scale projects or extensive data operations, Reef provides a scalable solution to optimize data workflows.

Who Is the Company Behind Reef?

  • Seller: Reef
  • HQ Location: N/A
  • LinkedIn® Page: linkedin.com
    1 employees on LinkedIn®

ReImagine

ReImagine is an innovative platform designed to transform the way organizations manage and interpret their data. By leveraging advanced semantic technologies, ReImagine enables users to extract meaningful insights from complex datasets, facilitating more informed decision-making processes. The platform's intuitive interface and robust analytical tools empower businesses to uncover hidden patterns and relationships within their data, driving efficiency and strategic growth. Key Features and Functionality: - Semantic Data Integration: ReImagine seamlessly integrates diverse data sources, providing a unified view that enhances data coherence and accessibility. - Advanced Analytics: Utilizing cutting-edge algorithms, the platform offers deep analytical capabilities to identify trends and correlations within datasets. - User-Friendly Interface: Designed with usability in mind, ReImagine features an intuitive interface that simplifies complex data analysis tasks. - Customizable Dashboards: Users can create personalized dashboards to monitor key metrics and visualize data in real-time. - Scalability: The platform is built to handle large volumes of data, ensuring performance remains optimal as organizational data grows. Primary Value and Solutions Provided: ReImagine addresses the challenge of data fragmentation and complexity by offering a cohesive platform that integrates and analyzes disparate data sources. This integration enables organizations to gain a comprehensive understanding of their operations, customer behaviors, and market trends. By providing actionable insights, ReImagine empowers businesses to make data-driven decisions, optimize processes, and identify new opportunities for growth. Ultimately, the platform enhances operational efficiency and strategic agility, positioning organizations for sustained success in a data-centric world.

Who Is the Company Behind ReImagine?

Relm Pro

Who Is the Company Behind Relm Pro?

  • Seller: Relm Pro
  • Year Founded: 2023
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Remyx

Remyx is an integrated development and experimentation platform designed to streamline the creation, testing, and deployment of AI models. By combining low-code tools with agile principles, Remyx empowers AI engineers and data scientists to accelerate their workflows, from data curation to model evaluation, all within a collaborative environment. Key Features and Functionality: - Experiment Management: Utilize a Kanban-style interface to organize and track AI experiments, including data curation, model fine-tuning, and evaluation. - Built-in Agents: Leverage AI agents that suggest next steps, flag regressions, and provide daily research feeds with ready-to-run tests, enhancing the experimentation process. - Data Curation: Generate and design datasets tailored to specific AI applications, facilitating efficient model training. - Model Fine-Tuning: Customize models with telemetry support, allowing for precise adjustments and performance monitoring. - Evaluation Tools: Implement custom evaluations and benchmarks to track model progress and ensure alignment with project goals. - Deployment: Deploy AI models seamlessly into production environments, ensuring scalability and reliability. Primary Value and Problem Solved: Remyx addresses the complexity and fragmentation often associated with AI development by providing a unified platform that integrates all essential tools and processes. This consolidation reduces the time and expertise required to move from prototype to production, enabling teams to focus on innovation rather than infrastructure. By fostering an experimentation culture with built-in agents and collaborative features, Remyx ensures that AI projects are both agile and aligned with evolving research and business objectives.

Who Is the Company Behind Remyx?

  • Seller: Remyx
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Replicator

Replicator.ai is a provider of AI data and implementation services, dedicated to helping enterprises harness the power of artificial intelligence through expert data solutions and seamless integration. By transforming raw data into actionable insights, Replicator.ai enables businesses to automate complex processes and achieve unprecedented efficiency and accuracy. Key Features and Functionality: - Expert Data Services: Comprehensive data collection, processing, and analysis services that convert raw data into valuable insights using advanced AI algorithms and machine learning models. - Seamless Implementation: End-to-end AI implementation services, from strategic planning to deployment, ensuring smooth integration with existing infrastructure and workflows. - Scalable Solutions: AI solutions designed to grow with your business, capable of handling increasing data volumes and complexity without compromising performance. - Enterprise Security: Implementation of bank-level security protocols to protect sensitive data, adhering to industry best practices for data privacy and compliance. - Custom AI Models: Development of tailored AI models specific to your industry and use cases, ensuring that each implementation meets unique business requirements. - 24/7 Support: Round-the-clock technical support and monitoring to ensure AI systems operate smoothly and efficiently. Primary Value and Solutions Provided: Replicator.ai empowers enterprises to leverage artificial intelligence effectively, transforming data operations and automating complex processes. By providing customized AI solutions, businesses can achieve enhanced efficiency, accuracy, and scalability. The company's commitment to security and compliance ensures that sensitive data is protected, while their expert team offers continuous support to maintain optimal system performance. Ultimately, Replicator.ai enables organizations to unlock the full potential of their data, driving innovation and competitive advantage in their respective industries.

Who Is the Company Behind Replicator?

Reqi

Reqi is an online requirements management tool designed to streamline systems engineering processes by uniting project teams, system engineers, and asset owners on a single, intuitive platform. It simplifies the management of complex projects by providing real-time compliance tracking, progress monitoring, and system-level views, ensuring all stakeholders have immediate access to up-to-date information. Key Features and Functionality: - AI-Powered Requirement Analysis (REX): Reqi's REX tool evaluates requirements against the INCOSE 42-Point Guide, identifying gaps, ambiguities, and suggesting improvements to ensure clarity and compliance. - Real-Time Collaboration: The platform facilitates seamless collaboration among internal teams, contractors, and suppliers, providing a shared space for tracking responsibilities, visualizing dependencies, and mitigating potential risks. - System Architecture Visualization: Reqi offers tools to visualize system architectures and interdependencies, enhancing understanding and management of complex projects. - Risk and Compliance Management: The platform includes AI-driven risk assessment tools to identify hidden risks and implement mitigation measures, ensuring project safety and compliance. - Traceability and Reporting: Reqi maintains traceability throughout the project lifecycle, allowing for progressive reviews and comprehensive reporting to monitor user progress and compliance. Primary Value and User Solutions: Reqi addresses the challenges of managing complex engineering projects by providing a centralized, user-friendly platform that enhances collaboration, ensures requirement clarity, and maintains compliance. By integrating AI-powered tools like REX, it automates and refines requirement processes, reducing manual effort and minimizing errors. The platform's visualization and traceability features offer clear insights into project progress and dependencies, enabling proactive risk management and efficient decision-making. Ultimately, Reqi empowers teams to deliver projects on time and within scope by providing a comprehensive solution for requirements management.

Who Is the Company Behind Reqi?

Rerun

Rerun is an open-source platform designed to streamline the logging, visualization, and management of multimodal data streams, particularly in fields like robotics, spatial and embodied AI, and computer vision. It offers both a flexible SDK and a high-performance visualizer, enabling users to model, ingest, store, query, and view complex data types such as 2D and 3D visuals, text, time series, and tensors. Rerun's architecture is built around a time-aware Entity Component System (ECS), facilitating efficient data handling and visualization. Key Features and Functionality: - SDK Support: Provides SDKs in Python, Rust, and C++ for seamless integration into various development environments. - Interactive Visualization: Offers a standalone viewer and embeddable visualizer for real-time and recorded data, supporting both native and web platforms. - Data Modeling: Utilizes a time-aware ECS data model, simplifying the representation and management of complex, time-evolving data. - Query Capabilities: Enables extraction of time-aligned datasets from recordings, returning data in Apache Arrow format compatible with popular dataframe libraries. - Extensibility: Allows customization of visualizations and layouts through code or interactive UI, and supports embedding the viewer into applications. Primary Value and Problem Solved: Rerun addresses the challenges of handling and visualizing complex, multimodal data streams in real-time. By providing an integrated solution for logging, visualizing, and querying diverse data types, it empowers developers and researchers to gain deeper insights into their systems' behaviors, identify issues efficiently, and enhance the performance of applications in robotics, AI, and related fields. Its open-source nature and flexible architecture make it a valuable tool for teams seeking to build and deploy data-intensive applications with ease.

Who Is the Company Behind Rerun?

  • Seller: Rerun
  • Year Founded: 2022
  • HQ Location: Stockholm, SE
  • LinkedIn® Page: www.linkedin.com
    49 employees on LinkedIn®

Rescale

Rescale‚ enables engineers and scientists to run their most demanding software on the world‚ largest cloud network for bigcompute and cloudHPC.

Who Is the Company Behind Rescale?

  • Seller: Rescale
  • Year Founded: 2011
  • HQ Location: San Francisco, California, United States
  • Twitter: @RescaleInc
    1,699 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    228 employees on LinkedIn®

Rescript

Rescript is an advanced AI-powered platform designed to revolutionize the way businesses handle document processing and data extraction. By leveraging cutting-edge machine learning algorithms, Rescript automates the extraction of critical information from a variety of document types, significantly reducing manual effort and enhancing accuracy. Key Features and Functionality: - Automated Data Extraction: Rescript intelligently identifies and extracts relevant data from documents, minimizing human intervention. - Multi-Format Support: The platform processes various document formats, including PDFs, Word files, and scanned images. - Integration Capabilities: Rescript seamlessly integrates with existing business systems, facilitating smooth data flow and operational efficiency. - Customizable Workflows: Users can tailor extraction workflows to meet specific business requirements, ensuring flexibility and adaptability. - Advanced Analytics: The platform provides insightful analytics and reporting tools to monitor and optimize document processing activities. Primary Value and User Solutions: Rescript addresses the common challenges associated with manual document processing, such as time consumption, errors, and inefficiencies. By automating these tasks, it enables organizations to: - Enhance Productivity: Free up valuable human resources by reducing the time spent on manual data entry and verification. - Improve Accuracy: Minimize errors associated with manual processing, leading to more reliable data. - Reduce Costs: Lower operational expenses by decreasing the need for extensive manual labor. - Ensure Compliance: Maintain consistency and compliance with industry standards through standardized data extraction processes. In summary, Rescript empowers businesses to streamline their document management processes, leading to increased efficiency, accuracy, and overall operational excellence.

Who Is the Company Behind Rescript?

  • Seller: Rescript
  • Year Founded: 2023
  • HQ Location: Washington, US
  • LinkedIn® Page: www.linkedin.com
    879 employees on LinkedIn®

ResearchGOAT

ResearchGOAT is an advanced research management platform designed to streamline the research process for individuals and teams. It offers a comprehensive suite of tools that facilitate efficient data collection, organization, analysis, and collaboration, enabling users to manage their research projects effectively from inception to completion. Key Features and Functionality: - Data Collection and Organization: Provides intuitive tools for gathering and structuring research data, ensuring easy access and retrieval. - Collaborative Workspace: Enables seamless collaboration among team members with shared workspaces and real-time updates. - Analytical Tools: Offers built-in analytics to interpret data and derive meaningful insights. - Project Management: Includes features for task assignment, progress tracking, and deadline management to keep projects on schedule. - Integration Capabilities: Supports integration with various third-party applications to enhance functionality and workflow. Primary Value and User Solutions: ResearchGOAT addresses common challenges in research management by providing a centralized platform that enhances productivity and collaboration. It simplifies complex research workflows, reduces time spent on administrative tasks, and ensures that all project data is organized and accessible. By facilitating efficient teamwork and offering powerful analytical tools, ResearchGOAT empowers researchers to focus on their core objectives and achieve more impactful results.

Who Is the Company Behind ResearchGOAT?

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