Best Data Science and Machine Learning Platforms - Page 72

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

Total Products under this Category: 1,647

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
  • 14,700+ Authentic Reviews
  • 1,647+ 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, Snowflake, 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-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=dataiku)

Ocular AI

Ocular AI is the Multimodal AI Data Lakehouse. With Ocular, AI teams can seamlessly ingest, catalog/curate, search, annotate, and train on video, image, and audio data — all on one AI-native platform. Built for speed, scale, and accuracy, Ocular transforms petabytes of raw, unstructured data into high-quality datasets and production-grade custom models, enabling the next generation of multimodal AI. Whether you're building computer vision systems, robotics perception models, or domain-specific generative AI, Ocular provides everything you need to go from data to model — fast. Ocular Foundry — The Multimodal Lakehouse for AI Foundry is a multimodal data lakehouse purpose-built for unstructured data workflows. It combines powerful infrastructure, intuitive tooling, and AI-native workflows into one cohesive platform. Ingest, Catalog, & Curate — Bring all your unstructured data into a single, unified platform. Foundry supports direct integrations with cloud storage, SDKs, APIs, and more to centralize enterprise-scale video, image, and audio datasets. Visualize and curate your data using embedding-powered interfaces for smarter, label-prioritized workflows. Search & Understand — Use natural language to search across petabytes of video and image data. Ask complex queries like “Show forklifts near a dock” or “Find red cars at night,” and Foundry will pinpoint exact frames and timestamps. The platform understands scenes, detects actions, reads embedded text, and locates key events across modalities. Annotate & Label with Agents & Humans— Supercharge annotation workflows with AI Data Agents, fine-tuned models, and human-in-the-loop collaboration. Use advanced tools for bounding boxes, segmentation, audio labeling, and frame-level tagging — all with project-specific ontologies and automated QA checks. Train & Evaluate — Fine-tune and evaluate custom models directly inside Foundry with integrated GPU-powered training. Track data lineage, monitor label coverage, and assess model readiness in real time with rich analytics and visual dashboards — no context switching or pipeline fragmentation. Foundry is the infrastructure layer built for teams solving hard AI problems with real-world, messy data. Bolt — Expert-in-the-Loop Annotation at Scale Bolt is Ocular’s high-precision annotation service designed for enterprises that need fast, accurate, domain-specific labeling. Unlike crowdwork platforms, Bolt is powered by trained professionals — engineers, medical experts, and QA specialists — to ensure every label meets your model’s unique requirements. With Bolt, you get: - Scalable annotations across video, image, and audio data - Expert-in-the-loop workflows for critical edge cases - Tight integration with Foundry for seamless project execution - Speed and accuracy without sacrificing context or quality Trusted by forward-thinking AI teams tackling the hardest multimodal AI problems. Ocular AI is SOC 2 compliant and designed to meet the security and performance demands of enterprise AI. Confidently build multimodal, production-ready models — all on one Multimodal Lakehouse.

Who Is the Company Behind Ocular AI?

  • Seller: Ocular AI
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

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How it works

OgenTech

OgenTech specializes in AI-powered forecasting and inventory intelligence, offering tailored solutions that integrate traditional analytical methods with advanced AI technologies. Their platform intelligently selects optimal AI models for each forecasting challenge, ensuring transparent and explainable predictions. Key Features and Functionality: - Demand Forecasting: Utilizes AI models to predict future demand with high accuracy by analyzing historical patterns, seasonality, external events, and local dynamics, even for slow-moving and intermittent items. - Inventory Optimization: Balances availability, cost, shelf life, and hidden constraints through AI-driven models that learn planner adjustments and local constraints, delivering actionable plans for various inventory settings. - Explainable Intelligence: Provides clear reasoning for every prediction, allowing analysts to understand the features influencing forecasts and maintain full control without black-box models. Primary Value and Solutions: OgenTech's solutions enhance supply chain efficiency by improving forecast accuracy by over 20%, leading to better inventory management and reduced costs. Their AI-driven approach addresses the complexities of demand forecasting and inventory planning, offering measurable results and proven scalability across industries such as retail, pharmaceuticals, and manufacturing.

Who Is the Company Behind OgenTech?

OGTool

Who Is the Company Behind OGTool?

Omic

Omic is an advanced AI-powered platform designed to revolutionize the field of genomics by providing comprehensive data analysis and interpretation tools. It enables researchers and healthcare professionals to efficiently process and analyze large-scale genomic data, facilitating the discovery of genetic variations and their implications in various diseases. By integrating cutting-edge machine learning algorithms, Omic offers accurate predictions and insights, accelerating the development of personalized medicine and targeted therapies. Key Features and Functionality: - Data Integration: Seamlessly combines diverse genomic datasets for holistic analysis. - Advanced Analytics: Utilizes machine learning to identify patterns and correlations in genetic data. - User-Friendly Interface: Provides intuitive tools for data visualization and interpretation. - Scalability: Handles large volumes of genomic data efficiently. - Collaboration Tools: Supports team-based research with shared workspaces and resources. Primary Value and Solutions: Omic addresses the challenges of managing and interpreting complex genomic data by offering a streamlined, AI-driven solution. It empowers users to uncover meaningful genetic insights, leading to advancements in disease understanding, diagnosis, and treatment. By simplifying data analysis and enhancing accuracy, Omic accelerates research timelines and supports the development of personalized healthcare solutions.

Who Is the Company Behind Omic?

  • Seller: Omic
  • Year Founded: 2017
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Omnifold

Omnifold is founded by AI researchers who have trained frontier models at OpenAI, Adept, Google, and Meta — they develop a new class of reasoning models, purpose-built to solve complex forecasting and optimization. Unlike conventional statistical or ML models that extrapolate from history, Omnifold’s technology combines an understanding of how supply chains operate with the ability to reason through complex business decisions, constraints, and trade-offs. Omnifold tailors the algorithm to each company’s unique supply chain, and trains the model on their data. This is completely different from “an LLM trained on your data”, as the underlying structure of the algorithm itself would be tailored to each customer. Omnifold’s models have delivered 20-40% reduction in inventory, transportation cost, waste, and lost sales compared to statistical and ML approaches found in planning systems or built by data science teams.

Who Is the Company Behind Omnifold?

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

OmniScience Vivo

OmniScience Vivo is an AI-driven control tower designed to revolutionize clinical trial operations by unifying fragmented data sources and providing real-time, actionable insights. By integrating data from electronic data capture (EDC) systems, clinical trial management systems (CTMS), laboratories, safety databases, and more, Vivo enables clinical teams to monitor trial progress, identify risks, and make informed decisions swiftly. Key Features and Functionality: - Unified Trial Data: Aggregates clinical, operational, safety, and specialty data into a single, governed platform, ensuring full source traceability. - Ask Vivo: Allows users to pose plain-language questions about live trial data and receive evidence-backed answers grounded in protocol context. - Trial Home: Provides a continuously updated dashboard displaying trial status, recent changes, and pending actions. - Continuous Monitoring: Employs AI-driven risk-based quality management (RBQM) to detect missing, late, inconsistent, or high-risk patterns, converting signals into actionable alerts. - Portfolio Intelligence: Offers cross-study visibility into risks, site performance, vendor management, enrollment metrics, and data quality across an entire portfolio. - Governed & Validated: Complies with GDPR, GxP, Part 11/Annex 11, ISO 27001, and ISO 9001 standards, featuring role-based access control, blinding awareness, and comprehensive audit trails. Primary Value and Problem Solved: Vivo addresses the challenge of managing dispersed and complex clinical trial data by centralizing information and delivering real-time insights. This integration reduces manual reporting, accelerates decision-making, and enhances patient safety. By providing a unified view of trial operations, Vivo empowers clinical development teams to proactively identify and mitigate risks, ultimately improving trial outcomes and expediting the delivery of life-changing treatments to patients.

Who Is the Company Behind OmniScience Vivo?

onBeacon

onBeacon is an advanced AI-driven platform designed to enhance business operations by providing real-time insights and analytics. It leverages cutting-edge machine learning algorithms to process vast amounts of data, enabling organizations to make informed decisions swiftly and accurately. By integrating seamlessly with existing systems, onBeacon offers a user-friendly interface that simplifies complex data analysis tasks. Key Features and Functionality: - Real-Time Data Processing: onBeacon continuously analyzes incoming data streams, ensuring that businesses have access to the most current information. - Predictive Analytics: Utilizing sophisticated algorithms, the platform forecasts trends and potential outcomes, aiding in proactive decision-making. - Customizable Dashboards: Users can tailor dashboards to display relevant metrics and KPIs, enhancing the monitoring of performance indicators. - Seamless Integration: onBeacon is designed to integrate effortlessly with a variety of existing business systems and software, minimizing disruption and maximizing efficiency. - Scalability: The platform is built to accommodate businesses of all sizes, scaling resources as needed to meet organizational demands. Primary Value and Solutions Provided: onBeacon addresses the challenge of data overload by transforming raw data into actionable insights. It empowers businesses to identify opportunities, mitigate risks, and optimize operations through informed decision-making. By automating data analysis processes, onBeacon reduces the time and resources required for manual data interpretation, allowing organizations to focus on strategic initiatives and drive growth.

Who Is the Company Behind onBeacon?

ONE AI

Our Next Energy (ONE) is a U.S.-based manufacturer specializing in lithium-ion batteries designed for grid storage, rail, and defense applications. With a focus on energy density, safety, and sustainability, ONE produces high-performance lithium iron phosphate (LFP) batteries engineered to operate under extreme conditions, including defense and subsea systems. Their Michigan manufacturing facilities, such as the ONE Circle Gigafactory, support the production of innovative products like the 110 Ah OTP™ Cell and the 314 Ah TTP™ Cell, which offer rapid charging capabilities and extended operational life. By utilizing abundant materials and prioritizing safety through advanced chemistry and pack design, ONE aims to make electrification viable without compromising cost or performance. Their mission encompasses enhancing energy density, ensuring safety, and promoting sustainability, thereby contributing to a more reliable and eco-friendly energy future. Key Features and Functionality: - High-Performance LFP Batteries: ONE's batteries are designed for demanding environments, offering rapid charging and sustained operation under extreme conditions. - Innovative Cell Designs: Products like the 110 Ah OTP™ Cell and the 314 Ah TTP™ Cell provide power-dense performance and extended operational life, suitable for defense, industrial, and grid storage applications. - Advanced Manufacturing Facilities: The ONE Circle Gigafactory in Michigan supports vertically integrated U.S. battery manufacturing, ensuring quality and scalability. - Commitment to Safety and Sustainability: By using sustainable materials and prioritizing safety through advanced chemistry and pack design, ONE reduces the risk of thermal runaway and promotes environmental responsibility. Primary Value and Solutions Provided: ONE addresses the growing demand for reliable and sustainable energy storage solutions by offering high-performance LFP batteries that operate efficiently under extreme conditions. Their products enable industries such as defense, rail, and grid storage to adopt electrification without compromising on cost or performance. By focusing on energy density, safety, and sustainability, ONE contributes to a more reliable and eco-friendly energy future, supporting the transition to cleaner energy sources and enhancing the resilience of critical infrastructure.

Who Is the Company Behind ONE AI?

  • Seller: ONE AI
  • Year Founded: 2020
  • HQ Location: Novi, US
  • LinkedIn® Page: www.linkedin.com
    178 employees on LinkedIn®

One Codex

One Codex is a comprehensive platform designed for microbiome sequencing and analysis, offering researchers and clinicians rapid, accurate insights into complex metagenomic samples. By integrating an extensive microbial reference database with advanced analytical tools, One Codex streamlines the process from sample collection to actionable results, facilitating a deeper understanding of microbial communities. Key Features and Functionality: - Extensive Microbial Reference Database: Access the world's largest curated collection of microbial genomes, enhancing the accuracy of taxonomic and functional analyses. - Intuitive Web-Based Interface: Navigate through data effortlessly with a user-friendly platform suitable for both bench scientists and computational biologists. - Rapid Turnaround Times: Benefit from automated sequencing and analysis pipelines that deliver results in as little as two weeks for sequencing and minutes for analyses. - Comprehensive Analysis Tools: Utilize advanced algorithms for shotgun and amplicon analyses, sample management, and collaborative features to facilitate efficient research workflows. - Secure and Compliant Environment: Ensure data security and compliance with regulatory standards, including GxP and HIPAA, reducing the compliance burden for users. Primary Value and User Solutions: One Codex addresses the challenges of microbiome research by providing a seamless, end-to-end solution for sequencing and data analysis. Its platform accelerates research timelines, ensures reproducibility, and offers a secure environment for data management. By simplifying complex bioinformatics processes, One Codex empowers users to focus on scientific discovery and clinical applications, ultimately advancing the understanding of microbial ecosystems and their impact on health and disease.

Who Is the Company Behind One Codex?

  • Seller: One Codex
  • Year Founded: 2014
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    892 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 21, 2026