Best Data Science and Machine Learning Platforms - Page 91

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)

Sentenai

Sentenai is a cloud-based platform designed to automate data engineering processes for machine learning and predictive applications, particularly within the Internet of Things (IoT) domain. By integrating distributed systems with applied machine learning, Sentenai enables organizations to efficiently manage and analyze vast streams of sensor data, facilitating real-time decision-making and predictive analytics. Key Features and Functionality: - Historical Data Analysis: Utilizes repositories of historical data to model behaviors, train deep neural networks, and build decision trees, aiding in understanding past performance and predicting future outcomes. - Comparative Situation Analysis: Identifies new trends, models expectations, and tracks performance through comparative analysis, assisting in strategic planning and forecasting. - Simplified Data Fusion: Employs multi-source data fusion to extract intelligence from raw data without the need for complex computational pipelines or manual processing, streamlining data integration. - Behavioral Pattern Recognition: Allows experts to encode and share knowledge as human-understandable behavioral models, enhancing team collaboration and insight sharing. - Elastic Data Engineering: Delivers up-to-date intelligence without one-way transformations, ensuring data remains flexible and usable for future needs. - Versatile Deployment: Capable of collecting and processing data from the edge to the cloud, enabling comprehensive tracking and analysis across entire networks. Primary Value and User Solutions: Sentenai addresses the challenges of managing and analyzing extensive, event-based data streams by automating data integration and engineering tasks. This automation reduces the time and resources traditionally required for data preparation, allowing data scientists and decision-makers to focus on deriving actionable insights. By providing a unified view of diverse data sources, Sentenai enhances situational awareness, supports predictive maintenance, and improves operational efficiency. Its ability to process and analyze data in real-time ensures that organizations can make informed decisions swiftly, adapting to changing conditions and optimizing performance.

Who Is the Company Behind Sentenai?

  • Seller: Sentenai
  • Year Founded: 2015
  • HQ Location: Boston, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Sentyx

Sentyx is an advanced AI-driven platform designed to enhance business intelligence by providing deep insights into customer behavior and market trends. By leveraging cutting-edge machine learning algorithms, Sentyx enables organizations to make data-driven decisions, optimize operations, and improve customer engagement. The platform integrates seamlessly with existing systems, ensuring a smooth transition and minimal disruption to workflows. Key Features and Functionality: - Data Integration: Aggregates data from multiple sources, providing a unified view of business metrics. - Predictive Analytics: Utilizes machine learning to forecast trends and customer behaviors. - Customizable Dashboards: Offers intuitive dashboards tailored to specific business needs. - Real-Time Reporting: Delivers up-to-date reports for timely decision-making. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises. Primary Value and Solutions: Sentyx empowers businesses to harness the full potential of their data, transforming raw information into actionable insights. By automating data analysis and reporting, it reduces manual effort and minimizes errors. Organizations can identify emerging market trends, understand customer preferences, and develop strategies that drive growth and competitiveness. Sentyx addresses the challenge of data overload by providing clear, concise, and relevant information, enabling businesses to stay ahead in a rapidly evolving marketplace.

Who Is the Company Behind Sentyx?

Senzoro

Who Is the Company Behind Senzoro?

  • Seller: Senzoro
  • Year Founded: 2019
  • HQ Location: Vienna, AT
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Seqana

Who Is the Company Behind Seqana?

  • Seller: Seqana
  • Year Founded: 2020
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Sequence Bio

Sequence Bio is a biotechnology company based in Newfoundland and Labrador, Canada, dedicated to revolutionizing drug discovery by identifying the true genetic signals of disease. Leveraging the unique genetic makeup of the Newfoundland population, characterized by the founder effect, Sequence Bio combines multi-omic data with comprehensive health records to enhance the understanding, treatment, and prevention of diseases. This approach aims to address the high failure rate of drug candidates, with approximately 90% failing during development, by providing more accurate and efficient drug target identification. Key Features and Functionality: - Founder Population Multi-omics: Utilizes the unique genetic characteristics of Newfoundland's founder population to efficiently identify low-frequency, high-impact genetic variants associated with diseases. - Comprehensive Health Records: Integrates extensive health records to achieve consistent phenotypic stratification, uncovering new links between genetic variants and disease manifestations. - Integrated Systems Biology Platform: Combines systems biology with data-driven computational methods to accurately identify disease signals, accelerating the drug discovery process. - Customizable Discovery Cohorts: Collaborates with pharmaceutical and biotech companies to create tailored discovery cohorts for both common and rare disease indications. - Accelerated Research and Development: Aims to shorten R&D timelines by providing more precise drug targets, thereby reducing costs and expediting the development of new therapeutics. Primary Value and Problem Solved: Sequence Bio addresses the critical challenge in the pharmaceutical industry of high drug development failure rates by offering a more precise and efficient method for drug target identification. By harnessing the unique genetic data of Newfoundland's population and integrating it with comprehensive health records, Sequence Bio enhances the understanding of disease mechanisms. This approach leads to the development of better, safer medicines, ultimately improving health outcomes and delivering life-changing treatments to patients in need more rapidly.

Who Is the Company Behind Sequence Bio?

Serafis

Serafis is an AI-powered knowledge graph and search engine tailored for institutional investors, designed to transform extensive long-form content into structured, actionable market intelligence. By indexing and analyzing a vast array of expert content, including over 10,000 curated transcripts from top investors, Series A+ founders, and public company CEOs, Serafis enables users to efficiently distill valuable insights from the overwhelming volume of information available. Key Features and Functionality: - Advanced Vector Search with Structured Tagging: Allows users to locate pertinent information across themes, individuals, or companies, even without exact phrasing. - Smart Discovery Engine: Ranks content based on relevance, providing a personalized feed aligned with the user's focus areas. - Personalized Alerts: Enables seamless tracking of specific companies or themes, notifying users of new, relevant insights without the need to sift through extensive content. - Full-Context AI Queries: Facilitates comprehensive AI-driven inquiries over entire transcript contexts, enhancing the depth and accuracy of research. - Knowledge Graph Exploration: Offers an interactive platform to explore connections between people, companies, and themes, enriching the research experience. Primary Value and User Solutions: Serafis addresses the challenge of information overload faced by institutional investors by providing a centralized platform that distills high-signal ideas from a multitude of sources. This accelerates research processes, surfaces new insights, and enhances decision-making capabilities. By converting under-indexed data into structured intelligence, Serafis empowers users to stay ahead of market trends and make informed investment decisions efficiently.

Who Is the Company Behind Serafis?

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

SESEN.AI

SESEN.AI is a boutique AI consultancy that combines academic rigor with hands-on industry experience to help organizations design, build, and deploy AI systems delivering measurable commercial value. Founded by Dr. Berkan Sesen, who holds a DPhil in Artificial Intelligence from the University of Oxford and has over 15 years of experience in senior roles at UBS, JP Morgan, and Citigroup, SESEN.AI specializes in financial services and healthcare sectors. Key Features and Functionality: - AI Strategy & Roadmapping: Define AI vision and create actionable roadmaps aligned with business objectives, including AI readiness assessments, use case identification, and ROI analysis. - Technical Implementation: Provide hands-on guidance for building robust AI systems, covering architecture design, model selection, and performance optimization. - AI Product Development: Offer end-to-end product development support, from product strategy and MVP development to go-to-market planning. - Due Diligence & Research: Conduct technical assessments for investors and enterprises, evaluating AI systems, assessing feasibility, and understanding true capabilities versus marketing claims. Primary Value and Solutions: SESEN.AI helps organizations navigate the complex AI landscape by turning ambition into measurable outcomes. By combining deep technical knowledge with business acumen, they assist clients in defining AI visions, creating actionable roadmaps, and implementing robust AI systems. Their expertise in large language models, quantitative AI, and AI product strategy ensures that clients receive practical solutions that deliver real business value.

Who Is the Company Behind SESEN.AI?

SFOM.AI

SFOM.AI is an advanced AI-driven platform designed to optimize and streamline financial operations for businesses of all sizes. By leveraging cutting-edge machine learning algorithms and data analytics, SFOM.AI automates complex financial processes, enhances decision-making, and ensures compliance with regulatory standards. The platform integrates seamlessly with existing financial systems, providing real-time insights and predictive analytics to drive efficiency and accuracy in financial management. Key Features and Functionality: - Automated Financial Processes: SFOM.AI automates routine financial tasks such as transaction processing, reconciliation, and reporting, reducing manual effort and minimizing errors. - Real-Time Data Analytics: The platform offers real-time data analysis, enabling businesses to monitor financial performance and make informed decisions promptly. - Predictive Analytics: Utilizing machine learning, SFOM.AI provides predictive insights into financial trends, helping organizations anticipate market changes and adjust strategies accordingly. - Regulatory Compliance: The system ensures adherence to financial regulations by continuously monitoring compliance requirements and alerting users to potential issues. - Seamless Integration: SFOM.AI integrates with existing financial software and systems, facilitating a smooth transition and maintaining continuity in operations. Primary Value and Solutions Provided: SFOM.AI addresses the challenges of managing complex financial operations by automating key processes and providing actionable insights. This leads to increased operational efficiency, reduced risk of human error, and enhanced strategic decision-making. Businesses benefit from improved financial performance, better resource allocation, and the ability to adapt swiftly to market dynamics, ultimately driving growth and profitability.

Who Is the Company Behind SFOM.AI?

Shakudo

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable, performant, and cost-effective stack than ever before.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Shakudo?

  • Seller: Shakudo
  • Year Founded: 2021
  • HQ Location: Toronto, CA
  • LinkedIn® Page: ca.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Do G2 Reviewers Say About Shakudo?

AI-generated summary from verified user reviews

Pros
  • Users find Shakudo's connectivity exceptional, effectively integrating various data tools for optimal performance.
  • Users appreciate the seamless data access provided by Shakudo, maximizing the potential of their diverse data tools.
  • Users value Shakudo for its effective data integration, maximizing the utility of diverse data tools in their stack.
  • Users find Shakudo excellent for data management, successfully coordinating tools and optimizing their data stack.
  • Users appreciate Shakudo for its flexible data pipelining, effectively coordinating various tools in their data stack.
Cons
  • Users find limited data transformation capabilities in Shakudo, often needing additional tools for complex tasks.
  • Users find feature limitations in Shakudo, as it lacks robust data transformation capabilities for complex tasks.
  • Users find Shakudo's lack of data transformation features limits their ability to perform complex data manipulations efficiently.
  • Users note a significant lack of functionality in Shakudo, requiring additional tools for complex data manipulation tasks.
  • Users find a lack of data transformation tools in Shakudo, often relying on external tools for complex tasks.

What Are Recent G2 Reviews of Shakudo?

Sherpa Labs

Sherpa Labs offers an advanced AI-driven platform designed to enhance decision-making processes across various industries. By leveraging cutting-edge machine learning algorithms and data analytics, Sherpa Labs provides businesses with actionable insights, enabling them to optimize operations, improve customer engagement, and drive innovation. Key Features and Functionality: - Predictive Analytics: Utilizes historical data to forecast future trends and behaviors, aiding in strategic planning. - Natural Language Processing (NLP): Processes and understands human language, facilitating improved communication and data extraction. - Real-Time Data Processing: Analyzes data streams in real-time, allowing for immediate insights and responses. - Customizable Dashboards: Offers user-friendly interfaces that can be tailored to display relevant metrics and KPIs. - Integration Capabilities: Seamlessly integrates with existing systems and data sources to ensure a cohesive workflow. Primary Value and Solutions: Sherpa Labs addresses the challenge of data overload by transforming complex datasets into clear, actionable insights. This empowers organizations to make informed decisions swiftly, enhancing efficiency and competitiveness. By automating data analysis and interpretation, Sherpa Labs reduces the reliance on manual processes, minimizing errors and freeing up valuable resources.

Who Is the Company Behind Sherpa Labs?

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