Top Free Data Science and Machine Learning Platforms - Page 6

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

Total Products under this Category: 1,646

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Braintrust Data (+1.99%) - Among all products in this category, Braintrust Data recorded the largest rating increase compared to last month

Last updated: October 21, 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
  • 14,600+ Authentic Reviews
  • 1,646+ 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 platform, SAS Viya, Google Cloud AutoML, IBM watsonx.data, MATLAB, Snowflake, 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-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=matlab&focus%5B%5D=snowflake&focus%5B%5D=dataiku)

Parsewise

Parsewise is a document AI and data extraction software solution that helps teams process complex document packages into structured, traceable outputs for review, automation, and application workflows. The product is designed for organizations that work with large volumes of unstructured or semi-structured documents, especially where information must be compared, resolved, and validated across multiple files. Parsewise can be used through a web-based platform by operations teams, or through an API by developers who want to embed multi-document processing into their own products and internal systems. Parsewise is used in workflows such as underwriting, claims review, compliance checks, audit preparation, due diligence, loan and mortgage processing, and other document-heavy business processes. Users provide documents and define the desired output structure, and Parsewise processes the content to return structured values, source evidence, and indicators where information may be inconsistent or require human review. Key capabilities include: * Multi-document processing that links related information across files, pages, tables, and document types. * Structured data extraction based on a user-defined schema or workflow objective. * Contradiction detection to identify cases where different documents contain conflicting values or statements. * Source traceability that shows where extracted and resolved values came from in the original documents. * Human validation workflows and embeddable review views for teams that need to check results before using them downstream. Parsewise is intended for both technical and operational users. Developers can use the API to integrate document processing into existing applications, while business and operations teams can use the platform to review outputs, manage exceptions, and validate source evidence. The software is relevant for companies building document-based products as well as organizations managing internal document review processes where accuracy, traceability, and repeatability are important.

Who Is the Company Behind Parsewise?

Rapidminer SLC

Are SAS Language Programs Mission Critical for Your Business? Many organizations have developed SAS language programs over the years that are vital to their operations. IT and analytics managers are also under pressure to reduce costs and find alternatives for handling their SAS language requirements. Rapidminer SLC runs programs written with SAS language syntax without translation and without licensing other third-party products. Rapidminer SLC is built to handle high levels of throughput and reduces clients’ capital costs and operating expenses. Multi Language, Multi-Platform Solution Rapidminer SLC handles programs, workflows, and models that combine the SAS language and the SQL, Python, and R languages. Its built-in SAS language compiler runs SQL and SAS language code and utilizes Python and R compilers to run Python and R code and exchange Pandas and R data frames. Working on IBM mainframes and in the cloud, as well as on servers and workstations running a host of operating systems, Rapidminer SLC supports remote job submissions and can exchange data between mainframe, cloud, and on-premises installations. Feature-Rich SAS Language Support In addition, Rapidminer SLC doesn’t require any third-party middleware to process applications that contain the SAS language. Rapidminer SLC’s built-in SAS language compiler supports SAS language and macro syntax, and includes procedure support for statistics, time series analytics, operational research, machine learning, matrix manipulation, graphing, and output delivery. Additionally, users can use Rapidminer SLC in batch or standalone mode to execute programs and models or use it with Rapidminer Analytics Workbench, a GUI/IDE that provides both no-code (workflow) and code facilities to create, maintain, and execute programs and models and interactively explore their outputs.

Average Rating: 4.1/5.0

Total Reviews: 12

How Do G2 Users Rate Rapidminer SLC?

  • Ease of Admin: 10.0/10 (Category avg: 8.6/10)

Who Is the Company Behind Rapidminer SLC?

Who Uses This Product?

  • Company Size: 75% Small, 17% Medium

What Do G2 Reviewers Say About Rapidminer SLC?

AI-generated summary from verified user reviews

Pros
  • Users laud the smooth big data handling of Altair SLC, transforming messy data into valuable insights effortlessly.
  • Users commend the responsive customer support of Altair SLC, offering quick resolutions to inquiries and issues.
  • Users enjoy the easy data import process of Altair SLC, transforming messy data into valuable insights effortlessly.
  • Users find the installation process for Altair SLC incredibly simple, allowing immediate access to its features.
  • Users find the familiar Eclipse SDE environment makes Altair SLC easy to use and navigate effortlessly.
Cons
  • Users struggle with the complexity of Altair SLC, finding it hard to narrow down relevant search results.
  • Users find the limited features of Altair SLC restrict functionality compared to full SAS software capabilities.
  • Users find the help resources inadequate, making it difficult to identify missing functionalities in Altair SLC.
  • Users struggle with the learning curve of Altair SLC, finding it hard to locate specific solutions online.
  • Users find the Altair SLC not user-friendly, struggling with complex search results and Python integration difficulties.

What Are Recent G2 Reviews of Rapidminer SLC?

SimplAI Enterprise AI Platform

SimplAI: Empowering Enterprises in an AI-Native World The Simplest and Fastest Way to Build Agentic AI Applications SimplAI is an enterprise-grade platform designed to help organizations transform into AI-native enterprises. Our platform enables you to build, deploy, and monitor intelligent AI agents and automate complex workflows—securely, scalably, and reliably. Key Features and Capabilities 1. SimplAI Studio: Experiment, build, deploy, and monitor agentic AI applications effortlessly using an intuitive interface tailored for technology and product teams. 2. Intelligent AI Agents: Develop conversational AI, co-pilots, and multi-agent systems with built-in guardrails, real-time streaming, and citations for trust and reliability. 3. Agentic Automations: Automate workflows and processes with intelligent decision-making, leveraging AI chaining for multi-step operations. 4. Data & Knowledge Integration: Ground AI in your enterprise data for enhanced accuracy, trustworthiness, and relevance using 300+ pre-built connectors. 5. Deployment Flexibility: Seamlessly integrate AI applications into enterprise systems with options for cloud, private cloud, or on-premise deployments. 6. Observability: Monitor performance with granular tracing, evaluation metrics, and robust debugging tools for ongoing optimization. Why SimplAI? Speed and Simplicity: Simplify the journey from idea to production with an intuitive no-code/low-code interface. Quickly move from concept to production in a month. Security and Compliance: Enterprise-grade security with SOC 2, ISO 27001 compliance, and advanced access controls. Scalability: Built for handling enterprise-grade workloads with horizontal scaling, low-latency performance, and efficient caching. Trust and Accuracy: Built-in guardrails, grounding mechanisms, and application-level version control ensure reliability and accuracy. Cloud Agnostic: We support all hyperscalers—Azure, AWS, GCP, etc.—as well as on-premise deployments. Tailored Solutions for Industry-Specific Needs SimplAI uniquely addresses the distinct challenges of industries like financial services, insurance, healthcare, legal, etc. By integrating deeply into knowledge-intensive workflows, our AI employees and agentic automations drive productivity, accuracy, and measurable business outcomes. SimplAI’s industry-focused approach ensures solutions that are practical, impactful, and designed to meet the demands of enterprise-grade operations.

Who Is the Company Behind SimplAI Enterprise AI Platform?

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

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How it works

thaink² Analytics

thaink² is your secure, collaborative, and agile Data & AI platform. It is designed for both business and technical professionals, helping you efficiently manage multiple projects at once while significantly speeding up production deployment - by up to 20 times. Key Benefits: • Seamless Data Management – Streamline data ingestion and pre-processing for a smoother workflow • Automation at Its Best – Automatically generate reports and dashboards, reducing manual effort. • AI & ML Acceleration – Rapidly prototype, train, and deploy AI/ML models within a unified environment. • Powerful ETL & ML Engine – Operates in master mode with MLOps and ML factory capabilities. • Advanced Data Visualization – Automate BI tools and transform scattered data into actionable insights. By bringing everything together in one integrated platform, thaink² helps businesses make smarter, data-driven decisions with ease. Ready to unlock the full potential of your data?

Who Is the Company Behind thaink² Analytics?

Viova

Viova is an AI voice agent built specifically for automotive dealerships. Viova answers inbound phone calls and runs outbound calling campaigns for franchise dealers, independent dealers, and multi-rooftop dealer groups. Every caller gets a prompt, accurate response, and service, sales, and BDC teams can stay focused on the customers in front of them. Dealerships regularly miss calls during peak hours, lunch breaks, and after closing, and each missed call can be a lost repair order or vehicle sale. Viova works as an AI receptionist for car dealerships, answering calls 24/7 and handling routine questions about hours, directions, inventory, and service. When a caller needs a person, Viova warm transfers the call to the right department. For fixed operations, Viova books service appointments directly into the dealership management system (DMS). Where a DMS integration is not available, Viova’s built-in booking tool captures the appointment details and sends them to the dealership team to confirm. Service advisors spend less time on the phone and more time on the service drive. For variable operations, Viova qualifies sales inquiries, books sales appointments, and schedules callbacks. Leads reach salespeople and BDC agents along with the context they need to follow up. The Viova Outbound Campaign Agent runs automated outbound calls for service reminders, recall campaigns, customer satisfaction (CSI) surveys, and marketing outreach. Dealerships use these campaigns to fill service bays, reactivate lapsed customers, and close open recalls without adding to the BDC’s workload. Viova is designed to support dealership staff, not replace them. Viova takes on repetitive, high-volume calls so that service managers, sales managers, and BDC managers can direct their teams toward higher-value conversations. Call transcripts, summaries, and reporting give managers visibility into call volume, booking outcomes, and customer intent. Viova was built by people from automotive retail who understand dealership workflows, terminology, and the realities of a busy service lane. Viova serves dealerships in Canada, the United States, the United Kingdom, and Ireland. Key capabilities: 24/7 AI receptionist for inbound dealership calls Service appointment booking with DMS integration Sales appointment booking and callback scheduling Warm transfers to the right department Outbound campaigns for service reminders, recalls, CSI surveys, and marketing Call transcripts, summaries, and reporting

Who Is the Company Behind Viova?

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®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 21, 2026