# Best Data Science and Machine Learning Platforms - Page 23

## 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**

### Alteryx

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.

[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=2026-08-11T01%3A49%3A56Z&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=989&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%257C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d%26page%3D23&secure%5Btoken%5D=7727e3d259c154b899632b9c591cac585b601198915525d8ac6e920ba361ed05&secure%5Burl%5D=https%3A%2F%2Fwww.alteryx.com%2Ftrial%3Futm_source%3Dg2%26utm_medium%3Dreviewsite%26utm_campaign%3DFY25_Global_AllRegions_AlwaysOn_AllPersonas_IndustryAgnostic%26utm_content%3Dg2_freetrial&secure%5Burl_type%5D=free_trial)

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

Daash Intelligence is an AI-driven platform that provides brands with actionable insights into market dynamics, competitor performance, and emerging trends. By leveraging proprietary data and advanced analytics, Daash delivers weekly updates on channel-specific rankings, sales estimates, and product attributes, enabling businesses to make informed strategic decisions. Key Features and Functionality: - Comprehensive Data Integration: Combines multiple research panels to analyze shopping behaviors of over 6 million consumers. - Trend Analysis: Monitors social and advertising trends to assess changes in consumer exposure and preferences. - Attribute Enrichment: Enhances brand and product data with various attributes to uncover hidden market trends. - Competitive Benchmarking: Provides SKU-level analytics to identify market opportunities and validate product-market fit. Primary Value and Solutions for Users: Daash empowers brands to transition from intuition-based to data-driven decision-making by offering real-time insights into competitor performance and market trends. This enables businesses to optimize pricing strategies, refine product development, improve demand forecasting, and identify new market opportunities, ultimately enhancing their competitive edge and driving growth.

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

- **Seller:** [Daash Intelligence](https://www.g2.com/sellers/daash-intelligence)
- **Year Founded:** 2022
- **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=0a7b8af04697c05b1b7f7ea27a23088703723da2ef845ddc2100e44f0fc18e46&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdaash-intelligence&secure%5Burl_type%5D=linkedin_company_website)  
20 employees on LinkedIn®

### [Daetama](https://www.g2.com/products/daetama/reviews)

Daetama is an innovative platform designed to streamline data management and analysis for businesses of all sizes. By integrating advanced analytics with user-friendly interfaces, Daetama empowers organizations to make data-driven decisions efficiently. Key Features and Functionality: - Comprehensive Data Integration: Seamlessly connects with various data sources, ensuring a unified view of all business information. - Advanced Analytics Tools: Offers a suite of analytical tools that enable in-depth data exploration and visualization. - User-Friendly Interface: Designed with simplicity in mind, allowing users with varying technical expertise to navigate and utilize the platform effectively. - Scalability: Adapts to the growing needs of businesses, handling increasing data volumes without compromising performance. - Security Measures: Implements robust security protocols to protect sensitive data from unauthorized access. Primary Value and Solutions Provided: Daetama addresses the common challenges businesses face in managing and analyzing large datasets. By providing a centralized platform that integrates data from multiple sources, it eliminates data silos and enhances collaboration across departments. The advanced analytics tools enable organizations to uncover insights, identify trends, and make informed decisions swiftly. Furthermore, its scalable architecture ensures that as a business grows, Daetama grows with it, maintaining optimal performance and reliability.

#### Who Is the Company Behind Daetama?

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

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

Dageno AI is an advanced artificial intelligence platform designed to revolutionize data analysis and decision-making processes for businesses across various industries. By leveraging cutting-edge machine learning algorithms and natural language processing capabilities, Dageno AI enables organizations to extract valuable insights from complex datasets, automate routine tasks, and enhance overall operational efficiency. Key Features and Functionality: - Data Integration: Seamlessly connects with multiple data sources, allowing for comprehensive data aggregation and analysis. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Natural Language Processing (NLP): Interprets and processes human language, facilitating intuitive interactions and data interpretation. - Automated Reporting: Generates detailed reports and visualizations, simplifying the communication of insights. - Customizable Dashboards: Offers user-friendly interfaces that can be tailored to specific business needs and preferences. Primary Value and Solutions Provided: Dageno AI addresses the challenge of managing and interpreting vast amounts of data by providing a streamlined, intelligent solution that enhances decision-making capabilities. It empowers users to uncover hidden patterns, predict future trends, and automate time-consuming tasks, ultimately leading to increased productivity and a competitive edge in the market.

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

- **Seller:** [Dageno AI](https://www.g2.com/sellers/dageno-ai)
- **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=36ade9bde2d17302f54644a1fb71ad99b11373fcb7a45a016b9105cef9d18fdc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdageno-ai&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [Dashai](https://www.g2.com/products/dashai/reviews)

Dashai is an advanced analytics platform designed to empower businesses with real-time data insights and visualization capabilities. By integrating seamlessly with various data sources, Dashai enables users to monitor key performance indicators, track trends, and make informed decisions swiftly. Its intuitive interface and customizable dashboards cater to both technical and non-technical users, ensuring accessibility and ease of use. Key Features and Functionality: - Real-Time Data Integration: Connects with multiple data sources to provide up-to-date information. - Customizable Dashboards: Allows users to tailor visualizations to their specific needs. - User-Friendly Interface: Designed for ease of use, accommodating users of all technical levels. - Advanced Analytics Tools: Offers tools for in-depth data analysis and trend identification. - Collaboration Capabilities: Facilitates team collaboration through shared dashboards and reports. Primary Value and User Solutions: Dashai addresses the challenge of data overload by providing a centralized platform for data analysis and visualization. It enables businesses to transform raw data into actionable insights, enhancing decision-making processes and operational efficiency. By offering real-time analytics and customizable features, Dashai helps organizations stay agile and responsive in a data-driven world.

#### Who Is the Company Behind Dashai?

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

### [DataBackfill](https://www.g2.com/products/databackfill/reviews)

DataBackfill is a specialized solution designed to seamlessly integrate historical Google Analytics 4 (GA4) data into BigQuery, ensuring businesses maintain comprehensive and uninterrupted access to their analytics history. By facilitating the backfilling of GA4 data, DataBackfill empowers organizations to preserve critical historical insights, enabling informed decision-making and strategic planning. Key Features and Functionality: - Direct Data Flow: DataBackfill ensures that your data flows directly from GA4 to your BigQuery instance without intermediary storage, maintaining data integrity and security. - Complete Control: Users retain full control over their data through Google Cloud Identity and Access Management (IAM), allowing for precise management of access permissions. - Security First: The solution emphasizes data security by ensuring complete isolation of your data within your BigQuery environment, safeguarding sensitive information. - Simple Interface: DataBackfill offers an intuitive dashboard for managing data synchronization processes, making it accessible for users without extensive technical expertise. - Reliable Performance: With a 99.9% success rate for data synchronization, DataBackfill provides a dependable solution for maintaining comprehensive analytics data. Primary Value and Problem Solved: DataBackfill addresses the challenge of preserving historical analytics data during the transition to GA4, which lacks native support for importing past data. By enabling the backfilling of GA4 data into BigQuery, it ensures that businesses do not lose valuable historical insights, facilitating continuous and accurate trend analysis. This capability is crucial for organizations aiming to make data-driven decisions based on a complete and uninterrupted analytics history.

#### Who Is the Company Behind DataBackfill?

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

### [Datachain](https://www.g2.com/products/datachain-datachain/reviews)

DataChain is an open-source, Python-based AI data warehouse designed to transform and analyze unstructured data at scale. It enables efficient processing of diverse data types—including images, audio, videos, text, and PDFs—by integrating seamlessly with external storage solutions like S3, GCP, Azure, and Hugging Face. DataChain manages metadata in an internal database, facilitating easy and efficient querying without data duplication. Key Features and Functionality: - Multimodal Dataset Versioning: Supports versioning of unstructured data without creating duplicates, accommodating various data types such as images, videos, text, PDFs, JSONs, CSVs, and Parquet files. - Python-Friendly Interface: Operates on Python objects and fields, allowing intuitive data manipulation without the need for SQL. This approach enhances developer productivity and integrates seamlessly with IDEs and agents. - Data Enrichment and Processing: Facilitates the generation of metadata using local AI models and LLM APIs, enabling filtering, joining, and grouping of datasets by metadata. It also supports high-performance vectorized operations on Python objects and allows exporting datasets back into storage. - Scalable Data Processing: Efficiently handles large-scale data processing, managing millions or billions of files. DataChain leverages ML models for data filtration, seamlessly joins datasets, and computes dataset updates with ease. Primary Value and Problem Solved: DataChain addresses the challenges associated with managing and processing large volumes of unstructured data in AI and machine learning workflows. By providing a centralized dataset registry with full lineage, metadata, and versioning, it enables teams to efficiently curate, enrich, and version datasets without data duplication. Its Python-centric approach simplifies the development of data pipelines, allowing for local development and testing in IDEs before scaling to cloud environments. This flexibility and efficiency make DataChain a valuable tool for teams aiming to harness the full potential of unstructured data in their AI initiatives.

#### Who Is the Company Behind Datachain?

- **Seller:** [Datachain](https://www.g2.com/sellers/datachain)
- **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=14e6ff329f471b946bc2e72bd2fc543a024d64798b1b05338334f000d982919f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatachain-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Datacook](https://www.g2.com/products/datacook/reviews)

Datacook is an AI-native Customer Data Platform (CDP) designed to transform raw customer data into actionable marketing insights. By leveraging advanced artificial intelligence, Datacook automates data integration, cleansing, and analysis, enabling businesses to enhance their marketing strategies and customer engagement. Key Features and Functionality: - Data Integration and Cleansing: Datacook's AI autonomously collects, standardizes, and reconciles data from various sources, including transactional records, CRM systems, and web interactions, ensuring a unified and accurate customer view. - Predictive Analytics: The platform generates 20 predictive customer scores that analyze facets such as purchase propensity, lifetime value, churn risk, cross-sell potential, and promotion sensitivity, facilitating targeted marketing efforts. - Segmentation and Activation: Datacook identifies strategic customer segments and integrates seamlessly with existing CRM and campaign tools, allowing for personalized and effective marketing campaigns. - Data Quality Enhancement: The platform includes a "Data-Improvement" module that automatically corrects data errors, enriches information using open data sources, and ensures compliance with data protection regulations. Primary Value and Solutions Provided: Datacook addresses the challenge of underutilized customer data by providing businesses with a comprehensive, AI-driven solution that enhances data quality, delivers predictive insights, and enables precise customer targeting. This leads to improved conversion rates, increased customer retention, and optimized marketing expenditures. By automating complex data processes, Datacook empowers marketing teams to focus on strategic initiatives, ultimately driving business growth and profitability.

#### Who Is the Company Behind Datacook?

- **Seller:** [Datacook](https://www.g2.com/sellers/datacook)
- **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=2e6edfdf493694faf8b34fa1ed1637946527663812a5e24288ff8eae85a1f232&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatacook&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Datadep](https://www.g2.com/products/datadep/reviews)

Datadep is a comprehensive data management platform designed to streamline the collection, processing, and analysis of large datasets. It offers a suite of tools that enable organizations to efficiently handle data workflows, ensuring accuracy and consistency across various data sources. Key Features and Functionality: - Data Integration: Seamlessly connect and aggregate data from multiple sources, including databases, APIs, and cloud services. - Data Cleaning and Transformation: Automate the process of identifying and correcting errors, inconsistencies, and duplicates in datasets. - Scalable Processing: Handle large volumes of data with high performance, utilizing distributed computing resources. - Advanced Analytics: Leverage built-in analytical tools to derive insights, perform statistical analyses, and generate reports. - User-Friendly Interface: Access a dashboard that provides intuitive navigation and visualization of data processes. Primary Value and Problem Solved: Datadep addresses the challenges associated with managing complex and voluminous data by providing an integrated platform that simplifies data operations. It reduces the time and effort required for data preparation and analysis, enabling organizations to make informed decisions based on accurate and timely information. By automating routine tasks and ensuring data quality, Datadep enhances operational efficiency and supports data-driven strategies.

#### Who Is the Company Behind Datadep?

- **Seller:** [DataDep](https://www.g2.com/sellers/datadep)
- **HQ Location:** Tashkent, UZ
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d3be3cafcd16d4ca05760a6f6f5265ee3d7e1ae6de49799ba787c1ef34f4d712&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatadep%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Datadepot](https://www.g2.com/products/datadepot/reviews)

DataDepot is an AI-powered research platform designed to streamline the research process and personalize access to insights, enabling users to uncover and act on the most relevant information efficiently. By consolidating a diverse array of research assets from leading providers into a single, user-friendly interface, DataDepot enhances productivity and reduces information overload. Its dynamic display options allow users to tailor their research environment, ensuring that essential information is readily accessible. Leveraging advanced AI capabilities, DataDepot uncovers vital insights, facilitating precise and informed decision-making. Key Features and Functionality: - Discover Providers: Access a trusted marketplace featuring a wide range of research providers across various content types. - Dynamic Displays: Customize your research interface to highlight essential information, optimizing workflow and minimizing clutter. - Uncover Insights: Utilize AI-driven tools to extract critical insights from research materials, enhancing the decision-making process. Primary Value and User Solutions: DataDepot addresses the challenges of managing extensive research materials by offering a centralized platform that simplifies access to diverse resources. Its AI-powered tools and customizable displays empower users to efficiently navigate and interpret complex information, leading to more informed decisions and improved productivity.

#### Who Is the Company Behind Datadepot?

- **Seller:** [DataDepot](https://www.g2.com/sellers/datadepot)
- **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=86ad3597c17e62c2f6f63bff5e2e63556ca8684827a6b12b0aa8a3d426808cbb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgodatadepot%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Dataflow](https://www.g2.com/products/dataflow-dataflow/reviews)

Dataflow is the AI-ready data platform that unifies Airflow, VS Code, and cloud deploys for faster, reliable data teams.

#### Who Is the Company Behind Dataflow?

- **Seller:** [Dataflow](https://www.g2.com/sellers/dataflow)
- **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=2235644d4f9fb19f18707030a5fab44ae1483356aba33025690dbd5e6d769ff5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataflow-zone%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [DataForge](https://www.g2.com/products/dataforge/reviews)

DataForge is an innovative platform designed for collaborative design and visual modeling of enterprise-grade data warehouses (DWH). It enables centralized development and maintenance of the DataMart layer through visual modeling, automatic generation of models and DDL scripts, and comprehensive documentation of business logic. Users can visually design fact tables using drag-and-drop tools, automatically generate logical and physical data models, document metrics and attribute definitions, and export ready-to-run DDL scripts for relational databases. With built-in AI agents and the MCP Server, DataForge evolves from a traditional data-modeling tool into a complete, intelligent analytics platform. AI can automatically generate KPI registries, answer business questions, build SQL queries, and create HTML dashboards—all using the semantic layer and Data Mart data. DataForge brings together data modeling, semantic governance, and AI-driven analytics into a single, cohesive solution, accelerating the delivery of insights across the enterprise. Key Features: - Data Warehouse Implementation: - Automatic DDL script generation - Integration with relational databases - Support for conceptual, logical, and physical modeling layers - Continuous data synchronization and monitoring - Data integrity checks - Model and schema version control - Business-Focused Data Management: - Definition and management of business indicators, dimensions, and metrics - Creation and maintenance of data marts - Seamless synchronization with source systems - Built-in data consistency verification - Update and maintenance of existing models - Data Modeling & Design: - Drag-and-drop visual fact table designer - Auto-generation of logical and physical data models - Entity-Relationship (ER) diagrams - Documentation of business logic - Flexible DataMart Creation Options: - Single-fact tables with grouping or aggregation - Multi-fact marts via joins on common dimensions - Multi-fact marts via UNION ALL with differentiation fields - Combined marts with UNION ALL and pivoted measures - AI Tools: - AI Agent for KPI & Measurement Registry: Automatically generates a complete KPI and Measurement Registry from existing technical assets. - MCP Server (Model Context Protocol): Acts as a secure integration layer between DataForge metadata and LLMs, providing standardized access to the semantic layer. - AI Agent for HTML Dashboard Generation: Builds analytical HTML dashboards from natural-language requests, interpreting the semantic layer, writing accurate SQL, retrieving Data Mart data, and delivering ready-to-use charts, tables, and interactive visual elements automatically. Primary Value and Solutions: DataForge offers a unified platform that covers all stages of DWH design and implementation, bridging the gap between business users and data engineers through a shared modeling workspace. It reduces manual work and eliminates human errors with automation, ensuring enterprise-grade security and scalability. By centralizing and unifying documentation of data requirements, simplifying the design process for data models, and automating synchronization between documented business requirements and designed models, DataForge streamlines the migration of designed data models into production data warehouses. This facilitates the usage of created DWHs for business tasks and simplifies the maintenance and updates of existing data warehouses.

#### Who Is the Company Behind DataForge?

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

### [Data Hive Mind](https://www.g2.com/products/data-hive-mind/reviews)

Data Hive Mind is an advanced data integration and analytics platform designed to streamline the process of aggregating, analyzing, and visualizing complex datasets. It empowers organizations to make data-driven decisions by providing a unified interface for managing diverse data sources, ensuring seamless connectivity and real-time insights. Key Features and Functionality: - Data Integration: Effortlessly connect and consolidate data from multiple sources, including databases, cloud services, and APIs, into a single, cohesive platform. - Advanced Analytics: Utilize powerful analytical tools to perform complex queries, predictive modeling, and trend analysis, enabling deeper understanding of data patterns. - Customizable Dashboards: Create interactive and customizable dashboards that provide real-time visualizations, facilitating intuitive data interpretation and reporting. - Collaboration Tools: Enhance team collaboration with shared workspaces, annotation capabilities, and role-based access controls, ensuring secure and efficient teamwork. - Scalability: Designed to handle large volumes of data, Data Hive Mind scales with your organization's growth, maintaining performance and reliability. Primary Value and Solutions Provided: Data Hive Mind addresses the challenges of disparate data systems by offering a centralized platform that simplifies data management and analysis. It eliminates data silos, reduces the time and effort required for data processing, and enhances decision-making capabilities. By providing real-time insights and fostering collaboration, it enables organizations to respond swiftly to market changes, optimize operations, and drive innovation.

#### Who Is the Company Behind Data Hive Mind?

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

### [DataIntegrityAI](https://www.g2.com/products/dataintegrityai/reviews)

DataIntegrityAI is an advanced platform designed to ensure the accuracy, consistency, and reliability of data across various systems and processes. By leveraging cutting-edge artificial intelligence and machine learning technologies, it automates the detection and correction of data anomalies, thereby enhancing data quality and trustworthiness. Key Features and Functionality: - Automated Data Validation: Continuously monitors data streams to identify inconsistencies, errors, and discrepancies in real-time. - Anomaly Detection: Utilizes AI algorithms to detect unusual patterns or outliers that may indicate data corruption or inaccuracies. - Data Cleansing: Automatically corrects identified errors and standardizes data formats to maintain consistency across datasets. - Integration Capabilities: Seamlessly integrates with existing databases, data warehouses, and business intelligence tools to provide a unified approach to data integrity. - Compliance Assurance: Ensures that data handling practices adhere to industry standards and regulatory requirements, reducing the risk of compliance violations. Primary Value and User Solutions: DataIntegrityAI addresses the critical need for high-quality data in decision-making processes. By automating data validation and cleansing, it reduces the manual effort required to maintain data integrity, thereby increasing operational efficiency. Organizations benefit from improved data accuracy, leading to more reliable analytics, better strategic decisions, and enhanced customer trust. Additionally, by ensuring compliance with data governance standards, DataIntegrityAI mitigates the risk of regulatory penalties and reputational damage.

#### Who Is the Company Behind DataIntegrityAI?

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

### [DataJoint](https://www.g2.com/products/datajoint/reviews)

DataJoint is a comprehensive platform designed to streamline scientific research by integrating instruments, code, data, and computation into automated workflows. This integration ensures that research processes are transparent, reproducible, and prepared for AI applications. By automating data structuring, processing, and analysis, DataJoint addresses critical challenges in data management, enabling researchers to focus more on scientific discovery and less on data handling. Key Features and Functionality: - Computational Database: At the core of DataJoint is a computational database that unifies data structure, code, and processing steps, ensuring referential integrity and reproducibility. - Automated Workflows: The platform automates repetitive tasks from data acquisition to analysis, significantly reducing manual effort and the potential for errors. - Interactive Science Environment: DataJoint offers tools like the Pipeline Explorer and custom dashboards, providing researchers with intuitive interfaces to visualize and manage their data pipelines. - Collaboration and Publishing: The system supports multi-user collaboration with robust security options and facilitates data sharing and publication, enhancing transparency and reproducibility. Primary Value and Solutions Provided: DataJoint empowers research teams to deliver results faster and undertake more complex experiments by automating and structuring their workflows. It cuts 80-90% of the time spent on data cleaning and processing, accelerates time to publication by months or years, and ensures process integrity by recording every data transformation. By replacing ad hoc processes with standardized workflows, DataJoint helps labs maintain continuity as teams and projects evolve, making better use of time and talent. Additionally, it structures data for long-term reuse and AI interpretation, ensuring compliance with data management policies and readiness for advanced analyses.

#### Who Is the Company Behind DataJoint?

- **Seller:** [DataJoint](https://www.g2.com/sellers/datajoint)
- **Year Founded:** 2016
- **HQ Location:** Houston, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2b5f7461ba0818cea2193d3ea63141935de7a328e0cdfdf24855b45ae94dd80a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatajoint&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

### [Datakrib](https://www.g2.com/products/datakrib/reviews)

Datakrib is a comprehensive data management platform designed to streamline the collection, storage, and analysis of large datasets. It offers a user-friendly interface that enables organizations to efficiently manage their data assets, ensuring data integrity and accessibility. Key Features and Functionality: - Data Collection: Facilitates seamless integration with various data sources for efficient data gathering. - Data Storage: Provides secure and scalable storage solutions to accommodate growing data needs. - Data Analysis: Offers advanced analytical tools to derive meaningful insights from complex datasets. - User-Friendly Interface: Ensures ease of use with an intuitive design, reducing the learning curve for new users. Primary Value and Solutions: Datakrib addresses the challenges of managing vast amounts of data by offering a centralized platform that simplifies data operations. It enhances data accessibility and reliability, enabling organizations to make informed decisions based on accurate and up-to-date information. By automating routine data management tasks, Datakrib allows teams to focus on strategic initiatives, thereby increasing overall productivity and efficiency.

#### Who Is the Company Behind Datakrib?

- **Seller:** [DataKriB](https://www.g2.com/sellers/datakrib)
- **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=84a2e28c8994eabd21d178979be550c04ea73ebd7d6858e0adf382ab40bb13ab&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdata-krib&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

- [‹ Prev‹ Prev](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=22#product-list)
- [1](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score#product-list)
- [2](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=2#product-list)
- …
- [19](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=19#product-list)
- [20](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=20#product-list)
- [21](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=21#product-list)
- [22](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=22#product-list)
- 23
- [24](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=24#product-list)
- [25](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=25#product-list)
- [26](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=26#product-list)
- [27](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=27#product-list)
- …
- [69](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=69#product-list)
- [70](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=70#product-list)
- [Next ›Next ›](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d&order=g2_score&page=24#product-list)

Spotlight Categories

[Relational Databases](https://www.g2.com/categories/relational-databases)

[Sales Enablement Software](https://www.g2.com/categories/sales-enablement)

[Cloud Infrastructure Monitoring Tools and Software](https://www.g2.com/categories/cloud-infrastructure-monitoring)

[Enterprise Risk Management (ERM) Software](https://www.g2.com/categories/enterprise-risk-management-erm)

[Online Backup Software](https://www.g2.com/categories/online-backup)

Similar Categories

- [Active Learning Tools](/categories/active-learning-tools)
- [Agentic AI](/categories/agentic-ai)
- [AI Avatar Generators](/categories/ai-avatar-generators)
- [AI Gateways](/categories/ai-gateways)
- [AI Governance Tools](/categories/ai-governance-tools)

- [AI Note-Taking Software](/categories/ai-note-taking-software)
- [AI Orchestration](/categories/ai-orchestration)
- [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools)
- [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools)
- [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools)

- [AI Security Solutions](/categories/ai-security-solutions)
- [AI Storyboard Generators](/categories/ai-storyboard-generators)
- [AI Voice Assistants](/categories/ai-voice-assistants)
- [AI Voice Dictation](/categories/ai-voice-dictation)
- [AI Writing Assistant](/categories/ai-writing-assistant)

[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.

Show More