# Best Data Science and Machine Learning Platforms - Page 43

## 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
- 14,100+ 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=162504&focus%5B%5D=1308796&focus%5B%5D=7150)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, Hex, IBM watsonx.data, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=snowflake&focus%5B%5D=hex-tech-hex&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=dataiku)

**Sponsored**

### SAS Viya

SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control.

[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=2026-08-04T16%3A13%3A10Z&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=1327283&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%3D7fefba02-9dd0-4cbb-8dff-2860a0008662%257Cf70983a4-4d3b-4e6e-a594-47d9fcc0dfd1%26page%3D43&secure%5Btoken%5D=9e8edf59c9c27995a22af685617c36577431351c5845f177c249c1023c5526e4&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url)

### [Monarcha](https://www.g2.com/products/monarcha/reviews)

Monarcha is an AI-powered geospatial intelligence platform designed to streamline the georeferencing and digitization of maps and documents. It enables users to upload scanned geological, topographic, or legacy maps, automatically identifying coordinate systems, matching control points, and georeferencing them within seconds. The platform also extracts structured data from drill hole logs, assay certificates, and geochemistry results, transforming them into formats compatible with GIS and data management tools. Additionally, Monarcha digitizes features such as geological units, fault lines, and drill hole markers into vector layers, facilitating seamless integration with existing workflows. Key Features: - AI-Powered Georeferencing: Automatically identifies coordinate systems and georeferences maps, including local mine grids, UTM, and custom projections. - Document Extraction: Reads and structures data from drill logs, assay certificates, and geochemistry results, providing outputs in JSON format ready for modeling tools. - Full Digitization: Converts map features like polygons, lines, and points into vector layers, allowing for editing, refinement, and export as shapefiles. - Search & Query: Enables natural language queries across processed documents, unifying maps, drill data, reports, and geochemical data into a searchable system. - Integration with Existing Tools: Supports outputs in GeoTIFF, Shapefile, GeoJSON, structured JSON, and CSV formats, ensuring compatibility with platforms like ArcGIS, Leapfrog, and other GIS or data management systems. Primary Value: Monarcha addresses the challenges of manual georeferencing and data extraction by automating these processes, significantly reducing the time and effort required to transform scanned maps and documents into actionable geospatial data. This automation enhances accuracy, efficiency, and decision-making capabilities for professionals in mining, engineering, and related fields, allowing them to focus on analysis and interpretation rather than data preparation.

#### Who Is the Company Behind Monarcha?

- **Seller:** [Monarcha](https://www.g2.com/sellers/monarcha)
- **Year Founded:** 2025
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=87e974483e67d974342039104f31d3340575431b959a2e62d52db350255b5889&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmonarchagis&secure%5Burl_type%5D=linkedin_company_website)  
1,207 employees on LinkedIn®

### [Moning](https://www.g2.com/products/moning/reviews)

Moning is an intuitive investment analysis platform designed to simplify the complexities of financial data for individual investors. By transforming raw financial information into clear visuals and actionable insights, Moning empowers users to make informed investment decisions efficiently. Key Features and Functionality: - Comprehensive Data Access: Users can research and analyze over 40,000 company stocks, 10,000 funds and ETFs, and 5,000 cryptocurrencies worldwide. - User-Friendly Visuals: The platform presents financial data through easy-to-understand visuals, enabling quick comprehension of complex information. - Community Engagement: Moning offers features like public portfolios and community statistics, fostering a collaborative environment for investors. Primary Value and User Solutions: Moning addresses the challenge of navigating intricate financial data by providing a streamlined, accessible interface that distills essential information into digestible formats. This approach reduces the time and effort required for investment analysis, making the stock market more approachable and less daunting for individual investors.

#### Who Is the Company Behind Moning?

- **Seller:** [Moning](https://www.g2.com/sellers/moning)
- **Year Founded:** 2020
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6ea94cb71780aa3a6447e306eced3503f1e99f2ca08e3e613d1d6789ab82c5f8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmoning%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Monitr](https://www.g2.com/products/monitr/reviews)

Monitr is an AI-powered data analytics platform designed to simplify the process of querying, visualizing, and interacting with data. It enables users to connect their databases and engage with an AI assistant to extract insights without requiring SQL expertise. By transforming SQL queries into real-time visualizations, Monitr facilitates the sharing of key performance indicators (KPIs) and essential metrics with stakeholders efficiently. The platform is enterprise-ready, offering seamless integration with existing PostgreSQL databases or API endpoints, and is built to scale with enterprise-grade security. Its collaborative workspace allows teams to share queries, results, and insights, supporting unlimited viewer seats. The AI Query Assistant converts business questions into optimized SQL, accelerating query writing and validation for analysts. Powered by Claude 3.5 Sonnet, Monitr's AI assistant comprehends complex database schemas, providing reliable query generation and validation at scale. By consolidating SQL editing, dashboard creation, and AI assistance into a single workspace, Monitr enables faster shipping and smarter scaling for data teams. Key Features and Functionality: - AI-Powered Data Interaction: Engage with an AI assistant to query and visualize data without SQL expertise. - Real-Time Dashboards: Transform SQL queries into live visualizations for effective KPI sharing. - Enterprise Integration: Connect seamlessly with existing PostgreSQL databases or API endpoints, ensuring scalability and security. - Collaborative Workspace: Share queries, results, and insights with team members, supporting unlimited viewer seats. - AI Query Assistant: Convert business questions into optimized SQL, streamlining query writing and validation. - Enterprise-Grade AI: Utilize Claude 3.5 Sonnet for understanding complex database schemas and reliable query generation. Primary Value and User Solutions: Monitr addresses the challenge of complex data analysis by providing an intuitive platform that eliminates the need for SQL expertise. It empowers teams to quickly derive insights from their data, share critical metrics with stakeholders, and collaborate effectively. By integrating AI assistance, real-time dashboards, and collaborative tools into a single workspace, Monitr enhances productivity, accelerates decision-making, and supports scalable growth for enterprises.

#### Who Is the Company Behind Monitr?

- **Seller:** [Monitr](https://www.g2.com/sellers/monitr)
- **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®

### [Monyble](https://www.g2.com/products/monyble/reviews)

Monyble is a no-code AI platform that empowers businesses to swiftly create and deploy AI solutions without requiring technical expertise. Designed for rapid implementation, Monyble enables users to launch AI tools and projects in under 60 seconds, allowing organizations to focus on their core operations while the platform manages the technical complexities. It offers a comprehensive suite of AI services, including model training, generative AI solutions, natural language processing, and analytics, all with a strong emphasis on security and scalability. Key Features and Functionality: - No-Code Development: Facilitates the creation and deployment of AI solutions without any coding knowledge, making AI accessible to non-technical users. - Rapid Deployment: Enables the launch of AI tools and projects in just 60 seconds, significantly reducing time-to-market. - Comprehensive AI Services: Provides a range of AI capabilities, including model training, generative AI, natural language processing, and real-time analytics. - Enhanced Security: Implements robust security measures to ensure data protection and system integrity. - Cloud Integration: Seamlessly integrates with popular cloud platforms such as AWS, Google Cloud, and Microsoft Azure, enabling scalable AI solutions. Primary Value and User Solutions: Monyble addresses the challenge of implementing AI solutions by eliminating the need for technical expertise, thereby democratizing access to artificial intelligence. By offering a no-code platform with rapid deployment capabilities, it allows businesses to quickly integrate AI into their operations, enhancing efficiency and innovation. The platform's comprehensive suite of AI services and strong security focus ensure that organizations can develop and deploy AI solutions confidently and effectively.

#### Who Is the Company Behind Monyble?

- **Seller:** [Monyble](https://www.g2.com/sellers/monyble)
- **Year Founded:** 2021
- **HQ Location:** Gurugram, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=352309ec387fccb8f02b10b87ec11d6baffb3a0caca2aeec29167edd0f045c5c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmonyble%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

### [Moontower](https://www.g2.com/products/moontower/reviews)

Moontower is an advanced options analytics platform designed to empower traders with comprehensive tools and insights across various asset classes, including stocks, ETFs, foreign exchange, commodities, and cryptocurrencies. By offering a suite of proprietary charts and educational resources, Moontower aims to enhance users' understanding of market volatility and improve their trading decisions. Key Features and Functionality: - Trade Ideas: Utilizes proprietary algorithms to surface and rank options trade setups, focusing on both long and short volatility strategies. - Cockpit: Provides a holistic view of the financial market through Moontower's proprietary options data, enabling users to monitor market-wide volatility and pricing dynamics. - Dashboard: Offers a cross-sectional volatility dashboard to help users identify which options are relatively cheap or expensive in the market. - Position Visualizer: Allows traders to visualize their options structures and calculate potential profit and loss scenarios, aiding in effective risk management. - Volatility Risk Premia Scanner: Assists users interested in selling options by identifying assets with attractive volatility risk premia opportunities. - Drill Down: Enables detailed analysis of specific tickers to gain a deeper understanding of the options market for individual assets. - Pairs Analysis: Facilitates quick comparisons between two assets to assess their relative volatilities and identify potential trading opportunities. - Moontower Copilot: An AI-powered assistant updated daily with the latest Moontower content, designed to support users in their options trading strategies. Primary Value and User Solutions: Moontower addresses the complexities of options trading by providing a structured and insightful approach to market analysis. Its comprehensive suite of tools and educational materials equips traders with the necessary resources to make informed decisions, manage risks effectively, and identify profitable opportunities. By integrating advanced analytics with user-friendly interfaces, Moontower simplifies the process of tracking and analyzing market volatility, thereby enhancing the overall trading experience for both novice and experienced traders.

#### Who Is the Company Behind Moontower?

- **Seller:** [Moontower](https://www.g2.com/sellers/moontower)
- **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=341abf35fee366280062b7d527d3f72b32c9d95201c281d792e329f0c0f8c007&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmoontower-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [Morph](https://www.g2.com/products/morph-1-0-morph/reviews)

Morph is a comprehensive platform designed to empower product teams by transforming raw data into actionable insights through intuitive data applications. It offers a full-stack Python framework that enables users to build, deploy, and share AI and data applications seamlessly. With Morph, teams can connect to various data sources, process and analyze data using SQL and Python, and create interactive dashboards, all within a secure and collaborative environment. Key Features and Functionality: - Data Connectivity: Morph supports integration with major data warehouses like Snowflake and BigQuery, as well as SQL databases such as PostgreSQL and MySQL. Users can also import CSV files for analysis. - Data Processing: The platform provides tools for executing SQL queries, running custom Python code, and utilizing a built-in PostgreSQL database for data storage and manipulation. - Morph AI: An interactive AI assistant that understands data schemas, assists in task planning, automatically corrects errors in SQL queries or Python scripts, and facilitates data transformation and visualization. - Visualization and Reporting: Users can create interactive dashboards and reports, enabling clear communication of insights across teams. - Deployment and Sharing: Morph allows for the deployment of applications with built-in user authentication, ensuring secure sharing of data applications within the organization. Primary Value and Problem Solved: Morph addresses the challenge of efficiently transforming raw data into meaningful insights without requiring extensive coding or data analysis expertise. By integrating data storage, processing, analysis, and visualization into a single platform, Morph streamlines the workflow for product teams. This consolidation reduces the need for multiple disparate tools, minimizes setup complexities, and accelerates the development and deployment of data-driven applications. Ultimately, Morph empowers teams to make informed decisions swiftly, fostering a data-driven culture within organizations.

#### Who Is the Company Behind Morph?

- **Seller:** [Morph 1.0](https://www.g2.com/sellers/morph-1-0)
- **HQ Location:** Tokyo, JP
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=51ce1a70149d2e89d859310c87409558ac4815121335b1fb234042ea93b61fef&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmorphdb&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

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

Morpher AI is an advanced investment analysis tool designed to provide real-time market insights across various asset classes, including stocks, cryptocurrencies, forex, commodities, and indices. By leveraging machine learning algorithms and real-time data feeds, Morpher AI delivers timely and accurate assessments of market movements, enabling traders to make informed decisions without the need for constant news monitoring. Key Features and Functionality: - Timely Market Insights: Offers up-to-date analyses on any stock or cryptocurrency, helping users understand the reasons behind price movements. - Discovery of New Trades: Identifies significant market movers and provides comprehensive analyses, assisting traders in finding new investment opportunities. - Reliable AI Analysis: Utilizes smart filters and high-quality news data to minimize inaccuracies, ensuring dependable information. - User-Friendly Interface: Simplifies complex data, making it accessible for both novice and experienced investors to understand market trends and build investment strategies. - Comprehensive Market Coverage: Provides real-time insights across a wide range of markets, including unique assets like NFTs and luxury goods. Primary Value and User Solutions: Morpher AI empowers traders by offering real-time, accurate market insights, reducing the need for constant news monitoring and enabling informed decision-making. Its user-friendly interface and comprehensive coverage across various asset classes make it a valuable tool for both new and seasoned investors seeking to enhance their trading strategies and maximize returns.

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

- **Seller:** [Morpher](https://www.g2.com/sellers/morpher)
- **Year Founded:** 2018
- **HQ Location:** Vienna, AT
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=eb33cde356167961aa7e9e9aad7a53f1b66be9203e88fc981eb056b435afede4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmorpher%2F&secure%5Burl_type%5D=linkedin_company_website)  
6 employees on LinkedIn®

### [Morpho](https://www.g2.com/products/morpho/reviews)

Morpho is an innovative AI-powered platform designed to streamline and enhance the process of data analysis and decision-making for businesses across various industries. By leveraging advanced machine learning algorithms, Morpho enables users to extract meaningful insights from complex datasets, facilitating informed strategic decisions and operational efficiencies. Key Features and Functionality: - Automated Data Processing: Morpho automates the ingestion, cleaning, and transformation of raw data, reducing manual effort and minimizing errors. - Advanced Analytics: The platform offers sophisticated analytical tools, including predictive modeling, trend analysis, and anomaly detection, to uncover hidden patterns and correlations. - Customizable Dashboards: Users can create interactive dashboards tailored to their specific needs, providing real-time visualization of key performance indicators and metrics. - Scalability: Morpho is designed to handle large volumes of data, making it suitable for organizations of all sizes, from startups to large enterprises. - Integration Capabilities: The platform seamlessly integrates with existing data sources and business intelligence tools, ensuring a smooth workflow and data consistency. Primary Value and Problem Solved: Morpho addresses the challenge of managing and interpreting vast amounts of data by providing a user-friendly, efficient, and scalable solution. It empowers organizations to make data-driven decisions quickly, enhancing productivity and competitiveness. By automating routine data tasks and offering deep analytical insights, Morpho reduces the reliance on specialized data science teams, making advanced analytics accessible to a broader range of users within an organization.

#### Who Is the Company Behind Morpho?

- **Seller:** [Morpho](https://www.g2.com/sellers/morpho)
- **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=f138034d50a8fdb51d4348dbf97025fb60a64ea016b5489341e5a7699e55453c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmorphoai%2F&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

### [MosaicML](https://www.g2.com/products/mosaicml/reviews)

The MosaicML platform enables you to easily train large AI models on your data, in your secure environment.

#### Who Is the Company Behind MosaicML?

- **Seller:** [Mosaic](https://www.g2.com/sellers/mosaic)
- **Year Founded:** 1986
- **HQ Location:** Chicago, Illinois, United States
- **Twitter:** @MosaicTechInfo  
287 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3dee7d3b6386ca13d4d6890345e09338ec279f7936aea9217cc7290ca328d747&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmosaic-sales-solutions%2F%3Ftrk%3Dtyah%26trkInfo%3DtarId%253A1414520343515%252Ctas%253Amosaic%252Cidx%253A3-2-10&secure%5Burl_type%5D=linkedin_company_website)  
3,094 employees on LinkedIn®

### [MosaicML Composer](https://www.g2.com/products/mosaicml-composer/reviews)

Improve efficiency of neural network training with algorithmic methods that deliver speed, boost quality and reduce cost.

#### Who Is the Company Behind MosaicML Composer?

- **Seller:** [MosaicML](https://www.g2.com/sellers/mosaicml)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8d7a730d516f20fcd3236c5ed0f18c8552cfa57f96c8d572935a77687f3b4d13&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatabricks&secure%5Burl_type%5D=linkedin_company_website)  
13,148 employees on LinkedIn®

### [Mozaic Earth](https://www.g2.com/products/mozaic-earth/reviews)

Mozaic Earth is an innovative platform designed to provide comprehensive environmental data and insights, enabling organizations to make informed decisions regarding sustainability and environmental impact. By aggregating and analyzing vast amounts of geospatial and environmental data, Mozaic Earth offers a holistic view of the Earth's changing landscape, assisting businesses, governments, and researchers in understanding and addressing environmental challenges. Key Features and Functionality: - Data Aggregation: Collects and integrates diverse environmental datasets from multiple sources, including satellite imagery, climate models, and ground-based observations. - Advanced Analytics: Utilizes machine learning and artificial intelligence to analyze complex environmental data, identifying patterns and trends. - Visualization Tools: Offers interactive maps and dashboards that present data in an accessible and actionable format. - Customizable Reports: Generates tailored reports to meet the specific needs of different industries and stakeholders. - Real-Time Monitoring: Provides up-to-date information on environmental conditions, enabling timely responses to emerging issues. Primary Value and Solutions: Mozaic Earth addresses the critical need for accurate and timely environmental information. By offering a centralized platform for environmental data analysis, it empowers users to: - Enhance Decision-Making: Equip organizations with the insights needed to develop effective sustainability strategies and policies. - Mitigate Risks: Identify potential environmental risks and implement proactive measures to minimize impact. - Achieve Compliance: Assist businesses in meeting regulatory requirements related to environmental standards. - Promote Transparency: Foster trust and accountability by providing clear and reliable environmental data to stakeholders. Through its comprehensive suite of tools and services, Mozaic Earth enables users to navigate the complexities of environmental management, contributing to a more sustainable and resilient future.

#### Who Is the Company Behind Mozaic Earth?

- **Seller:** [Mozaic Earth](https://www.g2.com/sellers/mozaic-earth)
- **HQ Location:** London, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ce7d365dee463e979f6c957f53f0c73b76fe6e4a6c07a0a3386e0c76dae15101&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmozaicearth%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

### [Muffin Data](https://www.g2.com/products/muffin-data/reviews)

Muffin Data is a specialized analytics platform designed for emerging consumer packaged goods (CPG) brands, particularly in the food and beverage sector. It simplifies data management by automating the retrieval, standardization, and analysis of sales, inventory, and promotional data from various retailers and distributors. This enables brands to gain clear insights into their market performance without the need for manual data processing. Key Features and Functionality: - Automated Data Integration: Seamlessly connects to retailer and distributor portals to collect point-of-sale sales, shipment, and inventory data, eliminating the need for manual data entry. - Data Standardization and Modeling: Transforms disparate data into a normalized data warehouse tailored to each brand, ensuring consistency and accuracy. - Comprehensive Analytics and Reporting: Provides out-of-the-box dashboards that allow users to track sales velocity, measure promotional success, monitor inventory levels, detect out-of-stock events, and analyze distribution metrics. - Customizable Reporting Tools: Offers the flexibility to build custom reports and visualizations, enabling teams to focus on specific metrics relevant to their business objectives. - Forecasting and Demand Planning: Utilizes sales and distribution data to inform demand planning and generate accurate sales forecasts. Primary Value and User Solutions: Muffin Data addresses the common challenges faced by CPG brands, such as fragmented data sources, lack of automation, and inconsistent data standardization. By automating data workflows and providing clear, actionable insights, the platform empowers sales, marketing, and operations teams to make informed decisions swiftly. This leads to improved promotional strategies, optimized inventory management, enhanced sales performance, and significant time savings by reducing manual data handling. Ultimately, Muffin Data enables emerging brands to operate more effectively and compete successfully in the market.

#### Who Is the Company Behind Muffin Data?

- **Seller:** [Muffin Data](https://www.g2.com/sellers/muffin-data)
- **HQ Location:** Santa Cruz, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c72501765436c8052fde2e7456a81779fbd9e130fe51a5bf3a48eed12a8cd7d8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmuffin-data-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [Multi-Stox](https://www.g2.com/products/multi-stox/reviews)

MultiStox is a comprehensive stock management solution designed to streamline inventory processes for businesses of all sizes. It offers real-time tracking, automated restocking alerts, and detailed reporting to enhance operational efficiency. Key features include multi-location inventory management, barcode scanning, and integration with popular accounting software. By providing accurate stock levels and reducing manual errors, MultiStox helps businesses optimize their supply chain, minimize stockouts, and improve customer satisfaction.

#### Who Is the Company Behind Multi-Stox?

- **Seller:** [MultiStox](https://www.g2.com/sellers/multistox)
- **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®

### [Mycelis](https://www.g2.com/products/mycelis/reviews)

Mycelis is an advanced AI-driven platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, Mycelis enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible for both technical and non-technical users, facilitating seamless integration into existing workflows. Key features and functionality of Mycelis include: - Data Integration: Effortlessly consolidates data from multiple sources, providing a unified view for comprehensive analysis. - Automated Analytics: Utilizes machine learning to identify patterns, trends, and anomalies, delivering actionable insights without manual intervention. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, ensuring relevant metrics are always at the forefront. - Scalability: Designed to handle large volumes of data, making it suitable for businesses of all sizes. - Security: Implements robust security protocols to protect sensitive information, ensuring compliance with industry standards. The primary value of Mycelis lies in its ability to transform raw data into strategic assets. By automating data analysis and providing real-time insights, it empowers businesses to make informed decisions swiftly, optimize operations, and gain a competitive edge in their respective markets.

#### Who Is the Company Behind Mycelis?

- **Seller:** [Mycelis](https://www.g2.com/sellers/mycelis)
- **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®

### [Mywhyai](https://www.g2.com/products/mywhyai/reviews)

Mywhyai is an advanced artificial intelligence platform designed to empower businesses by providing deep insights into their data. It leverages cutting-edge machine learning algorithms to analyze complex datasets, enabling organizations to make informed decisions and optimize their operations. Key Features and Functionality: - Data Analysis: Processes large volumes of data to uncover patterns and trends. - Predictive Analytics: Forecasts future outcomes based on historical data. - Customizable Dashboards: Offers user-friendly interfaces for data visualization. - Integration Capabilities: Seamlessly connects with existing business systems and databases. - Automated Reporting: Generates comprehensive reports to support strategic planning. Primary Value and User Solutions: Mywhyai addresses the challenge of data-driven decision-making by transforming raw data into actionable insights. It enables businesses to identify opportunities, mitigate risks, and enhance efficiency, ultimately driving growth and competitive advantage.

#### Who Is the Company Behind Mywhyai?

- **Seller:** [MyWhy](https://www.g2.com/sellers/mywhy-e2cf9773-eae1-4286-b43e-5d3e519bd924)
- **Year Founded:** 2024
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0ad6f56e3876e6794344b47e0ebd6a3078582cf2a14fc259e26874d27addb2a5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmywhyaicom%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 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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