# Best Data Science and Machine Learning Platforms - Page 16

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

**Total Products under this Category:** 1,043

### Category Stats (Aug 2026)

- **Average Rating:** 4.46/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** FalkorDB (+5.88%) - Among all products in this category, FalkorDB recorded the largest rating increase compared to last month

_Last updated: August 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
- 14,200+ Authentic Reviews
- 1,043+ 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](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.png?focus%5B%5D=10470&focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=67045&focus%5B%5D=10938&focus%5B%5D=1308796&focus%5B%5D=24457&focus%5B%5D=162504)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, IBM watsonx.data, MATLAB, 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=matlab&focus%5B%5D=hex-tech-hex)

**Sponsored**

### ILUM

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=692&secure%5Bchosen_at%5D=2026-08-12T23%3A34%3A27Z&secure%5Bdisplayable_resource_id%5D=692&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=692&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1416491&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3FhsCtaTracking%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257C295512f9-dcaa-4c6c-947b-dcb8ceb611e3%26page%3D16&secure%5Btoken%5D=7d15c5f4208979343738ea85474de1220cbe0ac0d024ac9fe58f81a3d06f7309&secure%5Burl%5D=https%3A%2F%2Filum.cloud%2F%3Futm%3Dg2&secure%5Burl_type%5D=custom_url)

### [Atla](https://www.g2.com/products/atla/reviews)

Atla is an advanced AI-powered platform designed to streamline and enhance data analysis processes for businesses and researchers. By leveraging cutting-edge machine learning algorithms, Atla enables users to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. The platform's intuitive interface and robust analytical tools make it accessible to both technical and non-technical users, ensuring a seamless experience in data exploration and interpretation. Key Features and Functionality: - Automated Data Processing: Atla automates the ingestion, cleaning, and transformation of raw data, reducing manual effort and minimizing errors. - Advanced Analytics: The platform offers a suite of analytical tools, including predictive modeling, trend analysis, and anomaly detection, to uncover hidden patterns and correlations. - Customizable Dashboards: Users can create personalized dashboards to visualize data in real-time, enabling quick assessment and reporting. - Collaboration Tools: Atla supports team collaboration by allowing multiple users to work simultaneously on projects, share insights, and maintain version control. - Scalability: Designed to handle large volumes of data, Atla scales efficiently to meet the needs of growing organizations. Primary Value and Solutions Provided: Atla addresses the challenges of managing and interpreting vast amounts of data by providing a comprehensive, user-friendly platform that simplifies complex analytical tasks. It empowers organizations to make data-driven decisions with confidence, enhances operational efficiency, and fosters innovation by uncovering actionable insights. By reducing the time and expertise required for data analysis, Atla democratizes access to advanced analytics, enabling businesses of all sizes to harness the power of their data effectively.

#### Who Is the Company Behind Atla?

- **Seller:** [Atla](https://www.g2.com/sellers/atla)
- **Year Founded:** 2018
- **HQ Location:** Aarhus, DK
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=63b1bfa07f06e20415a15c7b89510db90002297ceaa4284a58556b18e3c78b98&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatlaai&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [Atlas Ai](https://www.g2.com/products/atlas-ai/reviews)

Atlas AI is a geospatial artificial intelligence platform designed to provide hyperlocal socio-demographic indicators, forecast supply and demand, and empower data scientists with advanced GeoAI tools. By integrating diverse data sources, including satellite imagery and economic datasets, Atlas AI delivers granular, up-to-date insights into population dynamics, infrastructure development, and market trends. This enables organizations to make informed decisions in rapidly changing environments. Key Features and Functionality: - Hyperlocal Socio-Demographic Indicators: Access detailed, location-specific data on population characteristics, economic activity, and infrastructure to understand community profiles and needs. - Supply and Demand Forecasting: Utilize predictive models to identify market opportunities, optimize resource allocation, and plan infrastructure development based on anticipated demand. - GeoAI Model Library: Leverage a catalog of production-scale analytical models tailored for geospatial workflows, facilitating complex analyses and decision-making processes. - Geospatial Feature Store: Incorporate geo-referenced, analysis-ready data into machine learning workflows, enhancing the accuracy and relevance of predictive models. - Enterprise Developer Toolkit: Access a suite of connectors, interfaces, and handlers that streamline the integration of geospatial AI into existing systems and workflows. Primary Value and Solutions: Atlas AI addresses the challenges organizations face in navigating the complexities of a rapidly changing planet by providing actionable geospatial insights. Its solutions promote agility and resilience across various sectors: - Demand Forecasting and Site Selection: Assist industries such as logistics, energy, and industrials in deploying new infrastructure to meet future market needs by predicting demand and identifying optimal locations. - Asset Monitoring in Conflict-Prone Regions: Enable organizations to monitor sites in volatile areas, ensuring asset security and operational continuity. - Last-Mile Targeting and Delivery: Support consumer goods and humanitarian aid sectors in optimizing delivery routes and targeting efforts to reach underserved populations effectively. - Market Micro-Segmentation for Sales Uplift: Empower businesses to identify and target specific market segments, enhancing sales strategies and customer engagement. - Demand-Sensing for Fleet Investments and Manufacturing Planning: Aid transportation and manufacturing industries in anticipating demand fluctuations, optimizing fleet investments, and planning production schedules accordingly. By harnessing the power of geospatial AI, Atlas AI equips organizations with the tools to make data-driven decisions, adapt to changing conditions, and seize emerging opportunities.

#### Who Is the Company Behind Atlas Ai?

- **Seller:** [Atlas Ai](https://www.g2.com/sellers/atlas-ai)
- **Year Founded:** 2018
- **HQ Location:** Palo Alto, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a0dde2170e38fc0b83b36eac56af6084aa992f54c6258330358879a3a6d9db85&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatlas-ai-pbc&secure%5Burl_type%5D=linkedin_company_website)  
30 employees on LinkedIn®

### [Atlas AI](https://www.g2.com/products/atlas-ai-2026-07-23/reviews)

Atlas AI is a cutting-edge platform that leverages artificial intelligence to provide comprehensive geospatial analytics and insights. By integrating advanced machine learning algorithms with vast datasets, Atlas AI delivers real-time, actionable information to support decision-making across various sectors, including agriculture, infrastructure, and economic development. Key Features and Functionality: - Geospatial Data Analysis: Utilizes satellite imagery and other geospatial data to monitor and analyze land use, crop health, and infrastructure development. - Predictive Modeling: Employs AI-driven models to forecast economic trends, agricultural yields, and urban growth patterns. - Customizable Dashboards: Offers user-friendly interfaces that allow stakeholders to visualize and interpret complex data effectively. - API Integration: Provides seamless integration with existing systems through robust APIs, enabling automated data flow and analysis. - Scalable Solutions: Adapts to various scales, from local projects to national-level assessments, ensuring flexibility for diverse user needs. Primary Value and User Solutions: Atlas AI empowers organizations and policymakers with timely and accurate insights, facilitating informed decisions that drive sustainable development and economic growth. By harnessing the power of AI and geospatial data, users can identify opportunities, mitigate risks, and optimize resource allocation, ultimately enhancing operational efficiency and strategic planning.

#### Who Is the Company Behind Atlas AI?

- **Seller:** [Atlas AI](https://www.g2.com/sellers/atlas-ai-2026-07-23)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=57d26b84a944a435d6402ebab2ef914740823d3b46521d1b316e596511e5a64f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatlas-ai-os&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [atQor](https://www.g2.com/products/atqor/reviews)

atQor is a Microsoft-focused consulting and product development company dedicated to enhancing business productivity through innovative technology solutions. Specializing in Microsoft technologies, atQor offers a comprehensive suite of services, including cloud solutions, data and AI services, digital transformation, and security consulting. Their expertise spans across various industries such as manufacturing, pharmaceuticals, oil and gas, media entertainment, retail, and government sectors. Key Features and Functionality: - Cloud Solutions: atQor provides robust cloud services, leveraging Microsoft Azure to deliver scalable and secure infrastructure tailored to business needs. - Data & AI Services: They offer advanced data analytics and artificial intelligence solutions, enabling businesses to harness the power of data for informed decision-making. - Digital Transformation: atQor assists organizations in modernizing their operations by implementing cutting-edge technologies and streamlining processes. - Security Consulting: They provide comprehensive security services to protect organizational data and ensure compliance with industry standards. - Microsoft Copilot Consulting: atQor offers consulting services for Microsoft Copilot, helping businesses integrate AI-powered assistance into their workflows to enhance productivity. Primary Value and Solutions: atQor's primary value lies in its ability to drive digital transformation and operational efficiency for businesses. By leveraging Microsoft technologies, they help organizations: - Enhance Productivity: Implementing tools like Power BI, Power Apps, and Microsoft Teams to streamline workflows and improve collaboration. - Ensure Compliance: Providing solutions that adhere to industry-specific regulations and standards, ensuring data security and compliance. - Drive Innovation: Utilizing AI and machine learning to develop intelligent applications that foster innovation and competitive advantage. - Optimize Operations: Offering consulting services that help businesses adopt sustainable practices and optimize their IT infrastructure. Through their customer-centric approach and deep expertise in Microsoft technologies, atQor empowers organizations to achieve more in their digital transformation journeys.

#### Who Is the Company Behind atQor?

- **Seller:** [atQor](https://www.g2.com/sellers/atqor)
- **Year Founded:** 2002
- **HQ Location:** Santa Fe Springs, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b720a9688d55b553aa9229a1f19716a3358ea2bdffedd5833c77abd0a871edc2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatqor%2F&secure%5Burl_type%5D=linkedin_company_website)  
218 employees on LinkedIn®

### [Atrix](https://www.g2.com/products/atrix/reviews)

Atrix AI is a cutting-edge platform designed to empower medical affairs teams within the life sciences sector by transforming complex, unstructured data into actionable insights through automated, AI-driven workflows. This no-code solution enables professionals to streamline their processes, enhance data analysis, and accelerate research without the need for specialized technical expertise. Key Features and Functionality: - Automated Workflows: Simplifies the creation and management of workflows, allowing teams to focus on strategic tasks rather than manual processes. - Data Integration: Seamlessly connects with various data sources, enabling comprehensive analysis and synthesis of information. - AI-Powered Analysis: Utilizes advanced artificial intelligence to clean, transform, and enrich data, providing reliable and accurate insights. - User-Friendly Interface: Designed with a spreadsheet-like interface, making it accessible for users without coding or data science backgrounds. - Customizable Applications: Allows the creation of live applications, including dashboards, reports, and summaries, tailored to specific team needs. Primary Value and Solutions Provided: Atrix AI addresses the challenges faced by medical affairs teams in managing and interpreting vast amounts of unstructured data. By automating data workflows and leveraging AI for analysis, the platform significantly reduces the time and effort required to derive meaningful insights. This leads to more informed decision-making, improved strategic outcomes, and a faster advancement of medical missions. Ultimately, Atrix AI enhances efficiency, accuracy, and collaboration within life sciences organizations, enabling them to unlock the full potential of their data.

#### Who Is the Company Behind Atrix?

- **Seller:** [Atrix](https://www.g2.com/sellers/atrix)
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9857548f77adde7edd77778878dc4f9072a1510bfb8098bf4453c973c1c23ac0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatrix-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

### [Audience Atlas Intelligence](https://www.g2.com/products/audience-atlas-intelligence/reviews)

Audience Atlas Intelligence is a comprehensive platform designed to provide businesses with deep insights into their target audiences. By leveraging advanced data analytics and machine learning algorithms, it enables organizations to understand consumer behaviors, preferences, and trends, facilitating more informed decision-making and strategic planning. Key Features and Functionality: - Audience Segmentation: Identifies and categorizes distinct consumer groups based on demographics, interests, and behaviors. - Behavioral Analytics: Analyzes user interactions and engagement patterns to uncover actionable insights. - Predictive Modeling: Utilizes machine learning to forecast future consumer behaviors and market trends. - Customizable Dashboards: Offers intuitive dashboards that present data in a clear and actionable format. - Integration Capabilities: Seamlessly integrates with existing CRM and marketing platforms for streamlined operations. Primary Value and Solutions Provided: Audience Atlas Intelligence empowers businesses to make data-driven decisions by offering a granular understanding of their audiences. This leads to more effective marketing strategies, improved customer engagement, and increased ROI. By identifying and analyzing specific audience segments, companies can tailor their offerings to meet the unique needs and preferences of their customers, thereby enhancing customer satisfaction and loyalty.

#### Who Is the Company Behind Audience Atlas Intelligence?

- **Seller:** [Audience Atlas Intelligence](https://www.g2.com/sellers/audience-atlas-intelligence)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Augmental](https://www.g2.com/products/augmental-learning-augmental/reviews)

Augmental is an AI-driven educational technology platform dedicated to transforming learning experiences through personalized education, intelligent content creation, and comprehensive data analytics. Established in 2018, Augmental collaborates closely with educational institutions and content creators to reshape how knowledge is shared and consumed. Key Features and Functionality: - Personalized Learning Paths: Utilizes AI to tailor educational content to individual learner's styles and paces, enhancing engagement and comprehension. - Intelligent Content Creation: Automates the generation and optimization of courses, lessons, and assessments, ensuring alignment with educational standards and objectives. - Comprehensive Data Analytics: Provides detailed reporting tools that offer insights into learner performance and course effectiveness, enabling data-driven decision-making. - Adaptive Learning: Dynamically adjusts content and learning paths based on each learner's progress, making learning experiences more relevant and challenging. - Flexible Integration: Offers quick setup and seamless integration with existing systems, allowing for rapid deployment without compromising customization or functionality. Primary Value and Solutions Provided: Augmental addresses the challenges of traditional education by offering a platform that personalizes learning experiences, streamlines content creation, and provides actionable insights through data analytics. By infusing AI into every aspect of the learning process, Augmental empowers educators to deliver tailored educational experiences that adapt in real-time to each learner's needs, ensuring effective and engaging training. This approach not only enhances learner engagement and retention but also enables institutions to optimize their training strategies and demonstrate return on investment.

#### Who Is the Company Behind Augmental?

- **Seller:** [Augmental learning](https://www.g2.com/sellers/augmental-learning)
- **Year Founded:** 2019
- **HQ Location:** United States, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=245c31776788d0cf9e48c2abff095626ea45fe7856e40f6fff5d787dbcc88b22&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faugmental-learning%2Fabout%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Augmeta](https://www.g2.com/products/augmeta/reviews)

Augmeta is an innovative platform designed to enhance data analysis and visualization through advanced artificial intelligence and machine learning technologies. It empowers users to transform complex datasets into actionable insights, facilitating informed decision-making across various industries. Key Features and Functionality: - Advanced Data Visualization: Augmeta offers a suite of tools that convert raw data into intuitive and interactive visual representations, making it easier to identify patterns and trends. - AI-Powered Analytics: The platform leverages cutting-edge AI algorithms to perform predictive analytics, uncovering hidden correlations and forecasting future outcomes with high accuracy. - Customizable Dashboards: Users can create personalized dashboards tailored to their specific needs, ensuring that the most relevant information is always at their fingertips. - Seamless Integration: Augmeta integrates effortlessly with existing data sources and business intelligence tools, streamlining workflows and enhancing productivity. Primary Value and User Solutions: Augmeta addresses the challenge of interpreting vast and complex datasets by providing a user-friendly platform that simplifies data analysis. By automating the visualization and analytical processes, it reduces the time and expertise required to extract meaningful insights. This enables businesses and organizations to make data-driven decisions more efficiently, leading to improved performance, strategic planning, and competitive advantage.

#### Who Is the Company Behind Augmeta?

- **Seller:** [Augmeta](https://www.g2.com/sellers/augmeta)
- **Year Founded:** 2022
- **HQ Location:** Seattle, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec482b845930b63a77ded61ed051e71416e80ff9d969b384a0823cd66ac4b25b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faugmeta-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

### [Automaticx.ai](https://www.g2.com/products/automaticx-ai/reviews)

Automaticx.ai is an advanced automation platform designed to streamline business processes by integrating artificial intelligence and machine learning technologies. It enables organizations to automate repetitive tasks, enhance operational efficiency, and reduce human error, thereby allowing teams to focus on strategic initiatives and innovation. Key features and functionalities of Automaticx.ai include: - Intelligent Workflow Automation: Automates complex workflows by analyzing patterns and making data-driven decisions. - Seamless Integration: Easily integrates with existing systems and applications, ensuring a smooth transition and minimal disruption. - Scalability: Adapts to the growing needs of businesses, handling increased workloads without compromising performance. - User-Friendly Interface: Provides an intuitive dashboard for monitoring and managing automated processes. - Advanced Analytics: Offers real-time insights and analytics to optimize operations and identify areas for improvement. The primary value of Automaticx.ai lies in its ability to transform business operations by automating routine tasks, leading to significant time and cost savings. By reducing manual intervention, it minimizes errors and enhances productivity, allowing organizations to allocate resources more effectively and focus on growth and innovation.

#### Who Is the Company Behind Automaticx.ai?

- **Seller:** [Automaticx.ai](https://www.g2.com/sellers/automaticx-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a1b0d163fcb344ae94e9497c206ab473014766d78f51e2364b45661cb427a0e8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fautomaticx&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Axiomly](https://www.g2.com/products/axiomly/reviews)

Axiomly is an advanced AI-driven platform designed to streamline and enhance the decision-making processes within organizations. By leveraging cutting-edge machine learning algorithms, Axiomly provides actionable insights that empower businesses to make informed choices, optimize operations, and drive growth. Key Features and Functionality: - Data Integration: Seamlessly aggregates data from multiple sources, ensuring a comprehensive view of organizational metrics. - Predictive Analytics: Utilizes sophisticated models to forecast trends and outcomes, aiding in proactive strategy development. - Customizable Dashboards: Offers intuitive interfaces that can be tailored to display relevant KPIs and analytics. - Automated Reporting: Generates detailed reports with minimal manual intervention, saving time and reducing errors. - Scalability: Designed to accommodate businesses of various sizes, from startups to large enterprises. Primary Value and Solutions Provided: Axiomly addresses the challenge of data overload and the complexity of interpreting vast amounts of information. By automating data analysis and presenting clear, actionable insights, it enables organizations to make data-driven decisions efficiently. This leads to improved operational efficiency, reduced costs, and enhanced competitiveness in the market.

#### Who Is the Company Behind Axiomly?

- **Seller:** [Axiomly](https://www.g2.com/sellers/axiomly)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Axis Intelligence](https://www.g2.com/products/axis-intelligence/reviews)

Axis Intelligence is a cutting-edge data analytics platform designed to empower businesses with actionable insights through advanced machine learning and artificial intelligence technologies. By seamlessly integrating with existing data infrastructures, it enables organizations to harness the full potential of their data, driving informed decision-making and strategic growth. Key Features and Functionality: - Advanced Data Analytics: Utilizes sophisticated algorithms to analyze complex datasets, uncovering patterns and trends that might otherwise go unnoticed. - Machine Learning Integration: Offers customizable machine learning models that adapt to specific business needs, enhancing predictive capabilities and operational efficiency. - Real-Time Data Processing: Processes data in real-time, providing up-to-date insights that support timely and effective decision-making. - User-Friendly Interface: Features an intuitive dashboard that allows users to easily visualize data, generate reports, and monitor key performance indicators. - Scalability: Designed to scale with business growth, accommodating increasing data volumes without compromising performance. Primary Value and Solutions Provided: Axis Intelligence addresses the challenge of transforming vast amounts of raw data into meaningful insights. By automating data analysis and leveraging AI-driven models, it reduces the time and expertise required to interpret complex information. This empowers businesses to make data-driven decisions, optimize operations, and identify new opportunities for growth. Whether it's enhancing customer experiences, improving operational efficiency, or gaining a competitive edge, Axis Intelligence serves as a comprehensive solution for organizations aiming to capitalize on their data assets.

#### Who Is the Company Behind Axis Intelligence?

- **Seller:** [Axis Intelligence](https://www.g2.com/sellers/axis-intelligence)
- **Year Founded:** 2020
- **HQ Location:** Naples, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=73352b39b013cb7a58621e71444e9c82dd91cd5ea0f983df0866d3733a3b7aa9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faxisintelligence&secure%5Burl_type%5D=linkedin_company_website)  
103 employees on LinkedIn®

### [Axonyx](https://www.g2.com/products/axonyx/reviews)

Axonyx is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Axonyx enables organizations to streamline processes, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Provides comprehensive data analysis tools to uncover valuable insights and trends. - Customizable Solutions: Offers tailored AI models to meet specific business needs and objectives. - Scalability: Adapts to businesses of all sizes, ensuring seamless integration and growth. - User-Friendly Interface: Features an intuitive design for easy navigation and accessibility. Primary Value and Solutions: Axonyx addresses the challenge of managing complex business processes by offering a robust AI solution that enhances productivity and fosters innovation. It empowers users to make informed decisions, optimize workflows, and stay competitive in a rapidly evolving market landscape.

#### Who Is the Company Behind Axonyx?

- **Seller:** [Axonyx](https://www.g2.com/sellers/axonyx)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8d6a86103f48d715567bcad1ce38af6615d30b0135a069177d8058711c43d9ab&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faxonyx-ai&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

### [B3](https://www.g2.com/products/b3/reviews)

B3 Systems is an AI-native industrial intelligence platform that helps manufacturers reduce downtime, improve asset performance, and make faster, data-driven decisions. The B3 platform connects machines, systems, and operational data to deliver real-time visibility, predictive insights, and AI-driven recommendations. By combining advanced analytics with agentic AI, B3 enables teams to move from reactive operations to proactive and increasingly autonomous workflows. Designed for complex, asset-intensive environments, the platform integrates seamlessly with existing OT and IT systems and scales across multi-site operations, eliminating data silos and creating a unified source of truth. B3’s AI agents continuously monitor performance, detect anomalies, and surface actionable insights, helping teams act faster, prevent issues, and optimize operations around the clock. Trusted by manufacturers across industries including forestry, mining, steel, automotive, and pulp & paper, B3 helps organizations unlock the full value of their data and drive measurable operational improvements.

#### Who Is the Company Behind B3?

- **Seller:** [B3 Systems](https://www.g2.com/sellers/b3-systems)
- **HQ Location:** Toronto, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0581227272550d5bcd58c606390f7c400214b5d2680bae1aebc14621af0bae77&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fb3systems%2F&secure%5Burl_type%5D=linkedin_company_website)  
26 employees on LinkedIn®

### [Backyard AI](https://www.g2.com/products/backyard-ai/reviews)

Backyard AI is an advanced artificial intelligence platform designed to empower businesses with predictive analytics and machine learning capabilities. It enables organizations to harness the power of AI without requiring extensive technical expertise, facilitating data-driven decision-making and strategic planning. Key Features and Functionality: - User-Friendly Interface: Intuitive design allows users to build and deploy AI models with ease. - Automated Machine Learning: Simplifies the process of training and optimizing models, reducing the need for manual intervention. - Scalable Solutions: Adapts to businesses of various sizes, accommodating growing data needs. - Integration Capabilities: Seamlessly connects with existing data sources and business applications. - Real-Time Analytics: Provides immediate insights to support timely decision-making. Primary Value and Problem Solved: Backyard AI democratizes access to artificial intelligence, enabling businesses to leverage predictive analytics without the necessity for in-depth technical knowledge. By automating complex processes and offering scalable solutions, it addresses the challenge of integrating AI into business operations, thereby enhancing efficiency, accuracy, and competitiveness in the market.

#### Who Is the Company Behind Backyard AI?

- **Seller:** [Faraday](https://www.g2.com/sellers/faraday)
- **Year Founded:** 2012
- **HQ Location:** Burlington, VT
- **Twitter:** @faradayai\_  
375 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7eeb0d3d2a6d49a42ed167e86aef955e0e9d9b5c362ee6f53c310623e2131383&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffaradayai%2F&secure%5Burl_type%5D=linkedin_company_website)  
45 employees on LinkedIn®

### [Baked-Ai](https://www.g2.com/products/baked-ai/reviews)

Baked-Ai is an innovative platform designed to streamline the development and deployment of artificial intelligence (AI) models. It offers a comprehensive suite of tools that cater to both novice and experienced developers, enabling efficient creation, training, and management of AI applications. Key Features and Functionality: - User-Friendly Interface: Provides an intuitive environment for building and deploying AI models without extensive coding knowledge. - Pre-Built Templates: Offers a variety of templates to accelerate the development process for common AI applications. - Scalable Infrastructure: Ensures seamless scaling of AI models to handle varying workloads and data volumes. - Integration Capabilities: Supports easy integration with existing systems and third-party services. - Comprehensive Documentation: Provides detailed guides and resources to assist users at every stage of development. Primary Value and Problem Solved: Baked-Ai addresses the complexities associated with AI development by offering a streamlined, accessible platform. It empowers users to rapidly prototype and deploy AI solutions, reducing time-to-market and lowering the barrier to entry for AI innovation. By simplifying the development process, Baked-Ai enables organizations to focus on leveraging AI to drive business value without the need for extensive technical expertise.

#### Who Is the Company Behind Baked-Ai?

- **Seller:** [Baked AI](https://www.g2.com/sellers/baked-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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[Browse Data Science and Machine Learning Platforms Themes](/categories/data-science-and-machine-learning-platforms/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 22, 2026

Data science and machine learning (DSML) platforms provide tools to build, deploy, and monitor machine learning (ML) algorithms by combining data with intelligent, decision-making models to support business solutions. These platforms may offer prebuilt algorithms and visual workflows for nontechnical users or require more advanced development skills for complex model creation.

Core capabilities of data science and machine learning (DSML) software

To qualify for inclusion in the Data Science and Machine Learning (DSML) Platforms category, a product must:

- Present a way for developers to connect data to algorithms so they can learn and adapt
- Allow users to create ML algorithms and offer prebuilt algorithms for novice users
- Provide a platform for deploying AI at scale

How DSML software differs from other tools

DSML platforms differ from traditional platform-as-a-service (PaaS) offerings by providing ML–specific functionality, such as prebuilt algorithms, model training workflows, and automated features that reduce the need for extensive data science expertise.

Insights from G2 Reviews on DSML software

According to G2 review data, users highlight the value of streamlined model development, ease of deployment, and options that support both nontechnical and advanced practitioners through visual interfaces or coding-based workflows.

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