Best Data Science and Machine Learning Platforms - Page 80

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, MATLAB, and Dataiku.

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=matlab&focus%5B%5D=dataiku)

Polyvia

Polyvia AI is a visual knowledge indexing platform designed to transform unstructured visual data—such as charts, tables, slides, and diagrams—into a structured, queryable knowledge graph. This enables developers and knowledge-work teams to access and reason over visual information at scale, facilitating accurate and audit-ready insights. Key Features: - Visual Logic Extraction (VLM-OCR): Utilizes advanced Visual Language Models to extract underlying visual logic from complex infographics, converting them into structured, machine-readable data points. - Connected Knowledge Graph: Disambiguates and tags facts with contextual information (e.g., company, quarter, source document) to create a unified knowledge graph, ensuring a single source of truth for high-confidence retrieval and analysis. - Cross-Document Agentic Reasoning: Enables agents to query and connect facts across tens of thousands of documents simultaneously, supporting complex analytical questions that require synthesizing information from multiple sources. - Audit-Ready Visual Citations: Provides full traceability by grounding every answer in the source material, with visual citations linking directly to the original document, page, section, and specific visual element. Primary Value: Polyvia AI addresses the challenge of accessing and reasoning over unstructured visual data by transforming scattered visual elements into a cohesive, queryable knowledge graph. This empowers multimodal agents and internal teams to perform accurate, verifiable, and sophisticated visual reasoning at an enterprise scale, enhancing data analysis and decision-making processes.

Who Is the Company Behind Polyvia?

Portal26

Who Is the Company Behind Portal26?

  • Seller: Portal26
  • Year Founded: 2019
  • HQ Location: San Jose, US
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®

PortfolioGPT

PortfolioGPT is an AI-driven platform designed to simplify the investment process by generating personalized portfolios tailored to individual preferences. By leveraging advanced algorithms, it assists users in creating intelligent investment strategies within seconds, eliminating the complexities associated with manual portfolio construction. This tool is particularly beneficial for both novice and experienced investors seeking efficient and customized investment solutions. Key Features and Functionality: - AI-Powered Portfolio Generation: Utilizes OpenAI’s advanced algorithms to automatically create investment portfolios based on user-defined parameters such as risk tolerance and investment amount. - Personalized Risk Profiling: Allows users to tailor portfolios to their specific risk preferences, offering strategies ranging from conservative to aggressive. - Instant Portfolio Suggestions: Provides optimized portfolio recommendations within seconds, aligning with users' financial goals and capital. - Simple User Input: Requires minimal input—investment amount, risk level, duration, and goal—enabling the AI to handle the rest of the process seamlessly. Primary Value and User Solutions: PortfolioGPT addresses common challenges faced by investors, such as emotional biases, lack of diversification, and insufficient market knowledge. By automating the portfolio creation process, it saves users significant time and effort, reducing the typical hours spent on research and decision-making. The platform's AI-driven approach ensures that investment strategies are data-driven and tailored to individual needs, thereby enhancing the potential for better financial outcomes.

Who Is the Company Behind PortfolioGPT?

PostEra

PostEra is a biotechnology company leveraging machine learning to revolutionize medicinal chemistry and expedite the discovery of new medicines. Their proprietary AI platform, Proton, addresses the complexities of drug development by enhancing the design and synthesis of small molecules, thereby accelerating the path from concept to clinical trials. Key Features and Functionality: - Proton AI Platform: Utilizes advanced machine learning algorithms to optimize medicinal chemistry processes, improving the efficiency and accuracy of drug discovery. - Collaborative Partnerships: Engages in strategic alliances with leading biopharmaceutical companies, including Amgen and Pfizer, to co-develop innovative therapeutics. - COVID Moonshot Initiative: Spearheaded a global open-science project aimed at rapidly identifying antiviral compounds during the COVID-19 pandemic. Primary Value and User Solutions: PostEra's integration of AI into medicinal chemistry streamlines the drug discovery pipeline, reducing time and costs associated with bringing new treatments to market. By partnering with major pharmaceutical firms and leading open-science initiatives, PostEra enhances the development of effective therapies, ultimately benefiting patients through faster access to innovative medicines.

Who Is the Company Behind PostEra?

  • Seller: PostEra
  • Year Founded: 2019
  • HQ Location: Boston, US
  • LinkedIn® Page: www.linkedin.com
    5,229 employees on LinkedIn®

Poulta

Who Is the Company Behind Poulta?

  • Seller: Poulta
  • Year Founded: 2019
  • HQ Location: Newark, US
  • LinkedIn® Page: www.linkedin.com
    116 employees on LinkedIn®

Powerbiailens

Powerbiailens is an AI-powered extension designed to enhance Microsoft Power BI by integrating advanced visual analytics capabilities. It enables users to create more insightful and interactive data visualizations, facilitating deeper data exploration and understanding. Key Features and Functionality: - Advanced Visual Analytics: Offers a suite of AI-driven tools to generate complex visualizations, uncovering hidden patterns and trends within datasets. - Seamless Integration: Easily integrates with existing Power BI environments, allowing users to enhance their reports without disrupting current workflows. - Interactive Dashboards: Provides dynamic and interactive dashboard elements, enabling users to drill down into data points for more detailed analysis. - Automated Insights: Utilizes machine learning algorithms to automatically generate insights, reducing the time required for manual data interpretation. Primary Value and User Solutions: Powerbiailens addresses the challenge of extracting meaningful insights from complex datasets by enhancing Power BI's visualization capabilities. It empowers users to create more engaging and informative reports, leading to better decision-making and a deeper understanding of their data.

Who Is the Company Behind Powerbiailens?

Powpow

Powpow is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, Powpow enables organizations to extract actionable insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface ensures that users, regardless of technical expertise, can harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation. - Advanced Analytics: Utilizes sophisticated algorithms to uncover patterns and trends within datasets. - Automated Reporting: Generates real-time reports and visualizations, facilitating informed decision-making. - Customizable Dashboards: Offers personalized dashboards tailored to specific business needs. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises. Primary Value and Solutions Provided: Powpow addresses the challenge of data overload by providing a streamlined platform that simplifies data analysis and interpretation. It empowers users to make data-driven decisions swiftly, reducing the time and resources spent on manual data processing. By automating routine tasks and offering deep insights, Powpow enhances operational efficiency, drives innovation, and fosters a competitive edge in the market.

Who Is the Company Behind Powpow?

Praemo

Who Is the Company Behind Praemo?

  • Seller: Praemo
  • Year Founded: 2017
  • HQ Location: Kitchener, CA
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Pravāh

Who Is the Company Behind Pravāh?

  • Seller: Pravāh
  • Year Founded: 2025
  • HQ Location: San Francisco , US
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Praxim

Praxim is an advanced AI-driven platform designed to streamline and enhance business operations through intelligent automation and data analysis. By leveraging cutting-edge machine learning algorithms, Praxim enables organizations to optimize workflows, improve decision-making processes, and drive overall efficiency. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and minimizing errors. - Data Analytics: Provides comprehensive insights through real-time data analysis, aiding in informed decision-making. - Customizable Workflows: Allows businesses to tailor processes to their specific needs, ensuring flexibility and scalability. - Integration Capabilities: Seamlessly integrates with existing systems and tools, facilitating a smooth transition and interoperability. - User-Friendly Interface: Offers an intuitive design that simplifies user interaction and enhances productivity. Primary Value and Solutions: Praxim addresses the challenges of operational inefficiencies and data management by offering a robust solution that automates routine tasks and delivers actionable insights. This empowers businesses to focus on strategic initiatives, reduce operational costs, and improve overall performance.

Who Is the Company Behind Praxim?

PrecogX

PrecogX is an advanced artificial intelligence platform designed to empower businesses with predictive analytics and data-driven decision-making capabilities. By leveraging cutting-edge machine learning algorithms, PrecogX enables organizations to anticipate market trends, optimize operations, and enhance customer experiences. 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: - Predictive Analytics: Utilizes sophisticated machine learning models to forecast future trends and behaviors, allowing businesses to make proactive decisions. - Data Integration: Aggregates data from multiple sources, providing a comprehensive view of business operations and customer interactions. - Customizable Dashboards: Offers user-friendly dashboards that can be tailored to display key performance indicators and metrics relevant to specific business needs. - Automated Reporting: Generates detailed reports automatically, saving time and ensuring consistency in data analysis. - Scalability: Designed to handle large datasets and scale with the growth of the business, ensuring performance remains optimal as data volume increases. Primary Value and Solutions Provided: PrecogX addresses the challenge of transforming vast amounts of raw data into actionable insights. By providing predictive analytics and real-time data processing, it enables businesses to identify opportunities, mitigate risks, and improve operational efficiency. This leads to informed strategic planning, enhanced customer satisfaction, and a competitive edge in the market.

Who Is the Company Behind PrecogX?

  • Seller: PrecogX
  • Year Founded: 2025
  • HQ Location: Santa Clara, US
  • LinkedIn® Page: linkedin.com
    1 employees on LinkedIn®

Predict Expert AI

Predict Expert AI is at the forefront of integrating artificial intelligence into business operations, offering bespoke AI models and applications tailored to diverse industry needs. By embedding advanced AI capabilities into existing systems, the company enhances operational efficiency, streamlines processes, and drives profitability. Their solutions are designed to provide real-time insights, transforming businesses into smarter, more agile entities. Key Features and Functionality: - Custom AI Model Development: Crafting specialized AI models, including predictive analytics, recommendation systems, and image recognition, to meet specific business requirements. - AI-Powered Applications: Developing sophisticated web and mobile applications infused with AI, such as e-commerce platforms with intelligent product recommendations and expense trackers with automated categorization. - AI Chatbots: Building AI-driven chatbots for customer service, lead generation, and FAQ handling, ensuring 24/7 client engagement. - Automation Workflows: Automating repetitive tasks through AI-based workflows, including data entry, report generation, and customer outreach, to boost productivity. - Forecast Models: Creating intelligent forecasting models that predict future trends based on historical data, applicable in finance, sales, and inventory management. - System Integrations: Seamlessly integrating AI capabilities into existing tech infrastructures like CRM and ERP systems to enhance functionality. - Custom Software Development: Delivering tailor-made software solutions across web, mobile, and desktop platforms to address unique business challenges. - IT Consulting Services: Providing comprehensive IT assistance, from infrastructure planning to project management, guiding businesses through technological landscapes. - Cloud Computing Solutions: Offering cloud services to enhance scalability, efficiency, and cost-effectiveness for businesses of all sizes. - Cybersecurity Services: Implementing robust security measures, including network security and data encryption, to protect businesses from cyber threats. - Managed IT Services: Overseeing IT infrastructure management, allowing businesses to focus on core operations. - Software Testing and QA: Ensuring software reliability through extensive testing and quality assurance processes. Primary Value and Solutions Provided: Predict Expert AI empowers businesses to harness the transformative power of artificial intelligence, addressing challenges such as operational inefficiencies, data management complexities, and the need for predictive insights. By delivering customized AI solutions and integrating them seamlessly into existing systems, the company enables organizations to make informed decisions, automate routine tasks, and enhance customer engagement. This strategic adoption of AI not only streamlines operations but also drives innovation and competitive advantage in the marketplace.

Who Is the Company Behind Predict Expert AI?

Prediction Guard

Prediction Guard enables security-sensitive teams to deploy, operate, and govern generative AI without compromising data control or compliance. The platform is built for true private deployment — on-prem, air-gapped, hybrid, or cloud — and supports bring-your-own-model workflows so teams can run preferred open models behind their firewall. Security and governance are applied directly in the inference pipeline: Prediction Guard performs pre-model PII detection & anonymization, prompt-injection scoring and blocking, and post-model output validation to reduce leakage and hallucination risk. Admins get tamper-resistant audit logs, configurable policy rules, real-time alerts, and developer-friendly APIs and SDKs for MLOps integration. Prediction Guard is purpose-built for regulated industries (finance, healthcare, legal) and platform teams that need to scale private AI with operational controls and auditability.

Who Is the Company Behind Prediction Guard?

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