# Best Data Science and Machine Learning Platforms - Page 15

## 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**

### 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=2026-08-09T16%3A16%3A00Z&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%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257Cc2cacced-e747-4cdf-b773-a1add6fb9f95%26page%3D15&secure%5Btoken%5D=41e8c3b182b70b240ac5c20099b2d935a39ff7ea41ff7277cf234255caf5c5cc&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url)

### [Anilyst](https://www.g2.com/products/anilyst/reviews)

Anilyst is an AI-powered data analysis platform designed to simplify the process of transforming raw data into actionable insights. By allowing users to upload their data without requiring technical skills or coding knowledge, Anilyst provides instant visualizations and comprehensive analyses within minutes. The platform supports various file formats, including Excel, CSV, and PDF, ensuring seamless integration with existing data sources. Key Features and Functionality: - Smart Data Analysis: Automatically processes uploaded data, detecting columns and data types to generate meaningful insights without manual intervention. - Instant Visualization: Creates interactive charts and graphs, such as bar, line, scatter, and pie charts, tailored to the data's structure. - AI-Powered Insights: Utilizes advanced algorithms to identify patterns, trends, anomalies, and correlations, offering statistical analyses and reliable forecasts based on historical data. - Natural Language Processing: Enables users to ask questions about their data in plain English, receiving clear and context-aware responses without needing technical expertise. - File Compatibility: Supports drag-and-drop uploads of Excel (.xlsx, .xls), CSV, and PDF files, handling all technical details for the user. Primary Value and User Solutions: Anilyst democratizes data analysis by making it accessible to individuals and organizations without specialized technical skills. It addresses common challenges such as time-consuming data processing, complex visualization creation, and the need for coding knowledge. By automating these processes, Anilyst empowers users to quickly derive valuable insights, make informed decisions, and effectively communicate findings through professional reports and interactive dashboards. This is particularly beneficial for business reporting, financial analysis, and any scenario where data-driven decision-making is crucial.

#### Who Is the Company Behind Anilyst?

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

### [AppDesk](https://www.g2.com/products/appdesk/reviews)

AppDesk is a native macOS client designed to streamline the management of App Store Connect data, offering developers fast and secure access to sales analytics, subscription insights, and review management directly on their Mac. Operating entirely on-device, AppDesk ensures complete data privacy without reliance on cloud services or recurring subscriptions. Key Features and Functionality: - Sales and Revenue Analytics: Visualize proceeds, sales, and downloads through intuitive stacked charts. Compare data across different periods, filter by geographic regions, and toggle between first-time and repeat downloads, all with automatic multi-currency conversion. - Subscription Insights: Monitor active subscribers, monthly recurring revenue (MRR), trial conversion rates, and churn risk. Analyze subscription data by product, country, device, and billing period to identify trends and potential issues. - AI-Powered Review Management: Utilize on-device AI to generate thoughtful, contextual responses to customer reviews that align with your brand voice. Automatically categorize incoming reviews, flag important feedback, and respond directly through App Store Connect. - Developer-Centric Workflows: Navigate your app portfolio efficiently with keyboard shortcuts and instant chart state caching. Incremental syncing ensures only new data is fetched, while historical sync backfills all available information. Export any view to CSV for in-depth analysis. - Enhanced Security and Privacy: AppDesk connects directly to App Store Connect, storing all data locally on your Mac. Credentials are securely stored within the macOS Keychain, and all AI processing occurs on-device, ensuring your data never leaves your computer. Primary Value and User Solutions: AppDesk addresses the inefficiencies and privacy concerns associated with web-based App Store Connect interfaces by providing a fast, secure, and private native macOS application. It transforms raw App Store data into actionable insights, streamlines review management with AI assistance, and enhances developer workflows through efficient navigation and data handling. By operating entirely on-device, AppDesk ensures that sensitive business data remains private and secure, offering developers complete control over their App Store analytics without the need for cloud services or recurring fees.

#### Who Is the Company Behind AppDesk?

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

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

Aracely AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Aracely AI enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, fostering a data-driven culture across various industries. Key features and functionality of Aracely AI include: - Data Integration: Seamlessly connects with multiple data sources, ensuring comprehensive data analysis. - Predictive Analytics: Utilizes advanced algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Automated Reporting: Generates detailed reports and visualizations, reducing manual effort and increasing efficiency. - Natural Language Processing (NLP): Allows users to interact with data using conversational language, simplifying complex queries. - Scalability: Adapts to the growing needs of businesses, handling large datasets without compromising performance. The primary value of Aracely AI lies in its ability to democratize data analytics, making sophisticated tools accessible to a broader audience. By automating routine tasks and providing actionable insights, it empowers organizations to make informed decisions swiftly, thereby enhancing productivity and driving growth.

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

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

### [Arcane](https://www.g2.com/products/arcane-2026-07-23/reviews)

Arcane is an advanced artificial intelligence platform designed to empower businesses by automating complex processes and enhancing decision-making capabilities. By leveraging cutting-edge machine learning algorithms, Arcane enables organizations to analyze vast datasets, uncover actionable insights, and drive innovation across various industries. Key Features and Functionality: - Data Analysis and Visualization: Arcane processes large volumes of data, transforming them into intuitive visual representations that facilitate understanding and strategic planning. - Predictive Analytics: The platform employs sophisticated models to forecast trends and outcomes, assisting businesses in proactive decision-making. - Natural Language Processing (NLP): Arcane understands and interprets human language, enabling seamless interaction and extraction of meaningful information from unstructured text. - Automated Workflow Management: It streamlines operations by automating routine tasks, reducing manual effort, and increasing efficiency. - Customizable AI Models: Users can tailor AI models to meet specific business needs, ensuring relevance and effectiveness in various applications. Primary Value and Solutions Provided: Arcane addresses the challenge of managing and interpreting large, complex datasets by providing tools that simplify data analysis and enhance decision-making. It empowers businesses to: - Improve Operational Efficiency: By automating repetitive tasks, Arcane reduces human error and frees up resources for more strategic initiatives. - Gain Competitive Advantage: The platform's predictive capabilities enable organizations to anticipate market trends and customer needs, positioning them ahead of competitors. - Enhance Customer Experience: Through NLP and data insights, businesses can better understand customer behavior and preferences, leading to more personalized and effective engagement strategies. By integrating Arcane into their operations, companies can harness the power of AI to drive growth, innovation, and success in an increasingly data-driven world.

#### Who Is the Company Behind Arcane?

- **Seller:** [Arcane](https://www.g2.com/sellers/arcane-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=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®

### [Aria](https://www.g2.com/products/aria-2026-07-01/reviews)

Aria is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By integrating seamlessly with existing systems, Aria empowers organizations to streamline workflows, 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 Analysis: Processes and analyzes large datasets to uncover valuable insights and trends. - Natural Language Processing: Understands and interprets human language, enabling more effective communication and interaction. - Machine Learning: Continuously learns from data to improve performance and adapt to changing business needs. - Integration Capabilities: Easily integrates with existing software and systems, ensuring a smooth implementation process. Primary Value and Solutions: Aria addresses the challenge of managing complex business processes by providing a scalable AI solution that enhances productivity and fosters innovation. By automating routine tasks and offering actionable insights, Aria enables businesses to focus on strategic initiatives, ultimately leading to increased competitiveness and growth.

#### Who Is the Company Behind Aria?

- **Seller:** [Aria](https://www.g2.com/sellers/aria-2026-07-01)
- **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®

### [Arrayassistant](https://www.g2.com/products/arrayassistant/reviews)

ArrayAssistant is an innovative AI-powered platform designed to streamline and enhance data analysis processes for professionals across various industries. By leveraging advanced machine learning algorithms, ArrayAssistant simplifies complex data sets, enabling users to derive meaningful insights efficiently. Key Features and Functionality: - Automated Data Processing: ArrayAssistant automates the cleaning, organizing, and structuring of raw data, reducing manual effort and minimizing errors. - Advanced Analytics Tools: The platform offers a suite of analytical tools that support statistical analysis, predictive modeling, and data visualization, catering to both novice and experienced data analysts. - User-Friendly Interface: Designed with simplicity in mind, ArrayAssistant provides an intuitive interface that allows users to navigate and utilize its features without extensive training. - Integration Capabilities: It seamlessly integrates with popular data sources and software, ensuring a smooth workflow within existing systems. Primary Value and Problem Solved: ArrayAssistant addresses the common challenges associated with data analysis, such as time-consuming data preparation, complex analytical processes, and the need for specialized knowledge. By automating and simplifying these tasks, it empowers users to focus on interpreting results and making informed decisions, thereby enhancing productivity and accuracy in data-driven environments.

#### Who Is the Company Behind Arrayassistant?

- **Seller:** [Array Assistant](https://www.g2.com/sellers/array-assistant)
- **Year Founded:** 2023
- **HQ Location:** Miami, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=95ffd8654fd4d88b35ee30b80a7d30649fe34f43792196f454b6208d6da79325&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farrayassistant-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

Arteria AI is a enterprise AI platform designed specifically for the financial services sector, focusing on transforming client document processes at scale. By adopting a data-first approach, Arteria AI structures data from the outset of the documentation lifecycle, enabling faster decision-making and enhanced operational efficiency. Trusted by top-tier global financial institutions, the platform integrates seamlessly into complex workflows, delivering enterprise-grade efficiency and compliance. Key Features and Functionality: - Financial Services Focus: Tailored exclusively for global financial institutions, ensuring robustness in highly complex workflows. - Accelerated Processes: Modernizes core institutional workflows with a contemporary tech stack, resulting in faster operations. - Scalability: Offers a unified tech stack for all document types, configurable without coding to accommodate diverse use cases. - Compliance-Centric Design: Built with compliance as a core principle, holding SOC II Type 2 and ISO 27001 certifications to meet stringent security standards. Primary Value and User Solutions: Arteria AI addresses the challenges of manual and inefficient documentation processes in financial services by converting unstructured data into structured formats. This transformation facilitates automation and intelligence in core business operations, leading to reduced risk, cost savings, and improved client experiences. By streamlining the documentation lifecycle, Arteria AI empowers financial institutions to operate smarter and faster, unlocking new levels of operational excellence.

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

- **Seller:** [Arteria AI](https://www.g2.com/sellers/arteria-ai)
- **Year Founded:** 2020
- **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=e9d6dbe7ebac5b5ee6a842700c73f53226c501831073433c614158e872ddd4ae&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farteria-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
96 employees on LinkedIn®

### [ARTI Analytics](https://www.g2.com/products/arti-analytics/reviews)

ARTI Analytics is a comprehensive data analysis platform designed to empower businesses with actionable insights through advanced analytics and machine learning. By integrating seamlessly with existing data sources, it enables organizations to make informed decisions, optimize operations, and drive growth. Key Features and Functionality: - Data Integration: Connects with various data sources, including databases, cloud services, and APIs, ensuring a unified data environment. - Advanced Analytics: Utilizes machine learning algorithms to uncover patterns, trends, and correlations within datasets. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, providing real-time visualization of key metrics. - Predictive Modeling: Enables forecasting and scenario analysis to anticipate future trends and outcomes. - Automated Reporting: Generates comprehensive reports automatically, reducing manual effort and ensuring timely information dissemination. Primary Value and Solutions Provided: ARTI Analytics addresses the challenge of data-driven decision-making by providing a robust platform that transforms raw data into meaningful insights. It helps businesses identify opportunities, mitigate risks, and enhance operational efficiency. By leveraging its advanced analytics capabilities, organizations can stay competitive in a rapidly evolving market landscape.

#### Who Is the Company Behind ARTI Analytics?

- **Seller:** [ARTI Analytics](https://www.g2.com/sellers/arti-analytics)
- **Year Founded:** 2022
- **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=8e167e02784d3ecfdb2fccc46c611ff03bdb79877580e183f3d0d6969e8ee6d4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fartianalytics&secure%5Burl_type%5D=linkedin_company_website)  
22 employees on LinkedIn®

### [Arundo Analytics](https://www.g2.com/products/arundo-analytics/reviews)

Arundo Analytics specializes in delivering AI-driven solutions tailored for asset-heavy industries, enabling organizations to optimize performance, reduce costs, and foster innovation. By integrating advanced analytics with deep domain expertise, Arundo empowers companies to transition from reactive to proactive decision-making, significantly enhancing operational efficiency and sustainability. Key Features and Functionality: - AI Companion: A 24/7 assistant designed for industrial operations, providing instant, data-driven insights to boost productivity and efficiency. - Marathon Suite: Continuously monitors critical equipment, offering prescriptive actions to prevent downtime, extend equipment lifespan, and lower energy consumption. - Edge Data Ingestion: Utilizes Arundo Edge Agent to intelligently capture, stream, and analyze data from remote industrial sites, even with limited connectivity. - Rapid Model Deployment: Through Arundo Composer, machine learning models can be published and connected to live data in minutes, facilitating swift integration into operations. - Large-scale Model Management: Arundo Fabric enables the management of numerous machine learning models, overseeing aspects like status, versioning, permissions, and performance. Primary Value and Solutions Provided: Arundo Analytics addresses the challenge of underutilized operational data in heavy industries by offering scalable AI solutions that transform raw data into actionable insights. This empowers organizations to enhance asset reliability, optimize processes, and achieve substantial efficiency gains. By leveraging Arundo's technology, companies can reduce unplanned downtime, lower maintenance costs, improve energy efficiency, and extend equipment lifespans, ultimately driving significant business value and competitive advantage.

#### Who Is the Company Behind Arundo Analytics?

- **Seller:** [Arundo Analytics](https://www.g2.com/sellers/arundo-analytics)
- **Year Founded:** 2015
- **HQ Location:** Oslo, NO
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=97c34f9fa8e74058e662c7f958d2ed658fa21e952501f712a3b21a662526fa9d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Farundo-analytics-inc-&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

### [Askexcel](https://www.g2.com/products/askexcel/reviews)

AskExcel is an AI-powered data analysis tool designed to simplify the process of analyzing CSV and Excel files. By allowing users to upload their datasets, AskExcel performs comprehensive analyses, delivering actionable insights without the need for advanced technical skills. This service is particularly beneficial for individuals and businesses seeking efficient data interpretation to inform decision-making processes. Key Features and Functionality: - Data Upload: Users can securely upload CSV and Excel files for analysis. - Automated Analysis: The platform utilizes AI algorithms to perform thorough data examinations. - Insightful Reporting: Generates clear, concise reports highlighting key findings from the data. - User Support: Provides assistance through email communication for any inquiries or issues. Primary Value and Problem Solved: AskExcel addresses the challenge of complex data analysis by offering an accessible, AI-driven solution. It empowers users without extensive technical expertise to extract meaningful insights from their datasets, thereby enhancing data-driven decision-making and operational efficiency.

#### Who Is the Company Behind Askexcel?

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

### [Ask On Data](https://www.g2.com/products/ask-on-data/reviews)

Ask On Data is an innovative, open-source data engineering tool that leverages Generative AI and Natural Language Processing (NLP) to simplify the creation and management of data pipelines. Designed to eliminate the complexities of traditional data processing, it enables users—from non-technical individuals to seasoned data professionals—to interact with data through a conversational, chat-based interface. This approach removes the need for coding skills, allowing users to perform data transformations, integrations, and migrations efficiently. For those seeking more control, the platform also supports SQL, YAML, and Python inputs. Key Features and Functionality: - Chat-Based Interface: Engage with your data as if having a conversation, making data engineering tasks intuitive and accessible. - Zero Learning Curve: No technical expertise required; users can create and manage data pipelines using plain English commands. - Data Pipeline Mastery: Seamlessly create, manage, and optimize data pipelines without writing code, accelerating development and reducing costs. - Managed Cloud Service: Offered as a managed service, eliminating concerns about infrastructure and maintenance, with deployment options on your preferred cloud platform. - Action History and Undo Functionality: Access a comprehensive history of all actions performed, with options to undo changes, ensuring control over data workflows. - Data Preview: Real-time data previews with each transformation instruction, allowing validation before committing changes. - Job Scheduling: Create end-to-end data pipelines and schedule jobs to run at specified frequencies, with options for full load, incremental load, and more. - Cost-Effective: Achieve over 80% cost savings compared to other data engineering tools, with rapid pipeline creation. - Code Control: For advanced users, options to write SQL, Python, and edit YAML files are available, catering to complex scenarios. - Diverse Data Source Support: Connect to various data sources, including flat files, APIs, databases, data lakes, data warehouses, and log files. Primary Value and User Solutions: Ask On Data democratizes data engineering by providing a user-friendly, chat-based interface powered by AI, enabling users without technical backgrounds to create and manage data pipelines effortlessly. It addresses common challenges such as high licensing costs, steep learning curves, and dependency on specialized data engineers. By simplifying data integration, transformation, and migration processes, Ask On Data accelerates development, reduces costs, and empowers organizations to harness the full potential of their data without technical hurdles.

#### Who Is the Company Behind Ask On Data?

- **Seller:** [Ask On Data](https://www.g2.com/sellers/ask-on-data)
- **Year Founded:** 2023
- **HQ Location:** Hyderabad, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=952c1e2a6e1e191281e508296f5dbdffe42519f3af4247f6d4554655da772062&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faskondata%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [AspectBase](https://www.g2.com/products/aspectbase/reviews)

AspectBase is a comprehensive data management platform designed to streamline the organization, analysis, and visualization of complex datasets. It offers a user-friendly interface that enables both technical and non-technical users to efficiently manage their data workflows. By integrating advanced analytics and customizable reporting tools, AspectBase empowers organizations to make informed decisions based on real-time insights. Key Features and Functionality: - Data Integration: Seamlessly connect and consolidate data from multiple sources, ensuring a unified view of information. - Advanced Analytics: Utilize built-in analytical tools to perform complex data analyses without the need for external software. - Customizable Dashboards: Create personalized dashboards that display key metrics and insights tailored to specific business needs. - Collaboration Tools: Facilitate team collaboration with shared workspaces and real-time data sharing capabilities. - Security and Compliance: Ensure data security with robust encryption protocols and compliance with industry standards. Primary Value and User Solutions: AspectBase addresses the challenges of managing large and diverse datasets by providing a centralized platform that simplifies data processes. It eliminates the need for multiple disparate tools, reducing operational complexity and costs. Users benefit from enhanced data accuracy, improved collaboration, and the ability to derive actionable insights swiftly, leading to better strategic decisions and increased organizational efficiency.

#### Who Is the Company Behind AspectBase?

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

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

Asteri AI is an advanced artificial intelligence platform designed to revolutionize the way businesses analyze and interpret complex data. By leveraging cutting-edge machine learning algorithms, Asteri AI enables organizations to uncover actionable insights, streamline operations, and drive informed decision-making processes. Its intuitive interface and robust analytical capabilities make it an indispensable tool for data-driven enterprises seeking to maintain a competitive edge in today's fast-paced market. Key Features and Functionality: - Advanced Data Analytics: Asteri AI processes vast amounts of structured and unstructured data, identifying patterns and trends that might be overlooked by traditional analysis methods. - Machine Learning Models: The platform offers customizable machine learning models that adapt to specific business needs, enhancing predictive accuracy and operational efficiency. - User-Friendly Interface: Designed with usability in mind, Asteri AI provides an intuitive dashboard that allows users to easily navigate and interpret complex datasets. - Real-Time Insights: The system delivers real-time analytics, enabling businesses to make timely decisions based on the most current data available. - Scalability: Asteri AI is built to scale with your business, accommodating growing data needs without compromising performance. Primary Value and Solutions Provided: Asteri AI addresses the challenge of data overload by transforming raw information into meaningful insights. It empowers businesses to make data-driven decisions, optimize processes, and identify new opportunities for growth. By automating complex analytical tasks, Asteri AI reduces the time and resources required for data analysis, allowing organizations to focus on strategic initiatives and innovation.

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

- **Seller:** [Asteri AI](https://www.g2.com/sellers/asteri-ai)
- **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=c933a93aa0a3713f0c30a0bd775cc7e320d2b9549d0f9c9aaedb1de6182815ba&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fasteri-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

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

Astiva AI is the Competitive Intelligence platform for AI Search and Visibility. It tracks how ChatGPT, Claude, Google Gemini, Google AI Overviews, Google AI Mode, Perplexity, Grok, Meta AI, DeepSeek, and Mistral AI recommend brands versus competitors, with daily monitoring, citation gap analysis, authority scoring, content generation, and native GA4 revenue attribution. The Problem Astiva AI Solves AI platforms like ChatGPT and Perplexity are now answering buyer questions that used to go through Google Search. Brands that appear in those AI-generated answers win the recommendation. Brands that don't are invisible to buyers who never click through to a search results page. Traditional SEO tools track Google rankings but cannot measure AI citation behavior. Astiva AI was built specifically to close that gap. The Four-Phase Cycle Astiva AI runs brands through a Detect, Diagnose, Displace, Prove cycle across all 10 AI platforms simultaneously. Detect: Daily brand visibility monitoring across ChatGPT, Claude, Gemini, Perplexity, Grok, Meta AI, DeepSeek, Mistral AI, Google AI Overviews, and Google AI Mode. Seven AISO metrics tracked per platform: Visibility Percentage, Share of Voice, Average Position, Sentiment, First Mention Rate, Mention Frequency, and Sentiment Volatility. Diagnose: Prompt-level competitive intelligence showing exactly which queries competitors are cited for and which your brand is missing. Authority scoring from 0 to 100 per cited source. Citation velocity tracking to identify which competitor content is gaining ground. Displace: Citation-ready content generation linked directly to identified citation gaps. Structured recommendations for schema markup, content architecture, and entity signal improvements. Prove: Native GA4 revenue attribution connecting AI citations directly to website sessions, pipeline, and revenue. Available from the Growth plan at $249 per month, without requiring an enterprise contract. Platform Coverage Astiva AI covers all 10 major AI platforms on every paid plan with no per-engine add-on fees and no per-platform charges. Platforms included at every tier: ChatGPT, Claude, Google Gemini, Google AI Overviews, Google AI Mode, Perplexity, Grok, Meta AI, DeepSeek, and Mistral AI. Methodology Transparency Every metric formula, query sampling cadence, brand normalization algorithm, and sentiment scoring logic is published at astiva.ai/methodology. Astiva AI achieves 97.9% brand normalization accuracy, the highest published figure in the AI brand monitoring category. Pricing Free permanent tier available with no credit card required. Paid plans: Lite at $29 per month, Starter at $99 per month (includes content generation),Growth at $249 per month (includes GA4 revenue attribution), Pro at $499 per month, and custom Enterprise pricing. All plans include a 14-day free trial. No per-engine add-on fees at any tier. Free Tools Free AI Brand Visibility Analysis: astiva.ai/free-ai-brand-visibility-analysis Free Query Fan-Out Generator: astiva.ai/tools/query-fanout-generator Company Founded December 2025. Headquartered in Bengaluru, India, with operations in San Francisco, CA. Co-Founder and CEO: Satish Kumar.

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

- **Seller:** [Astiva AI](https://www.g2.com/sellers/astiva-ai)
- **HQ Location:** Bengaluru , IN
- **Twitter:** @AstivaAi
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ecd857b2a8b17a37c0329793afeabe353c866de2e4662c3e28c3cf884be70f51&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fastiva-ai&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®
- **Ownership:** Satish K
- **Phone:** 9015897046

### [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®

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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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