# Best Data Science and Machine Learning Platforms - Page 19

## 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
- 14,300+ 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**

### Gemini Enterprise Agent Platform

Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems.

[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=2026-08-13T01%3A47%3A48Z&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=21469&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3FhsCtaTracking%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257C295512f9-dcaa-4c6c-947b-dcb8ceb611e3%26page%3D19&secure%5Btoken%5D=f94dc7f3e62b0756a9cd6e01612d85d6ae42fc392e7596127e972de9b54b9886&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fproducts%2Fgemini-enterprise-agent-platform%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-geap%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

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

ByteCompute.ai is an advanced artificial intelligence platform designed to empower businesses with cutting-edge data analytics and machine learning capabilities. By leveraging state-of-the-art algorithms and scalable infrastructure, ByteCompute.ai enables organizations to extract valuable insights from vast datasets, facilitating informed decision-making and strategic planning. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation and management. - Machine Learning Models: Offers a suite of pre-built and customizable machine learning models tailored to diverse industry needs. - Real-Time Analytics: Provides real-time data processing and visualization tools for immediate insight generation. - Scalability: Adapts to varying data volumes and computational demands, ensuring consistent performance. - User-Friendly Interface: Features an intuitive dashboard that simplifies the monitoring and management of data workflows. Primary Value and Solutions: ByteCompute.ai addresses the challenge of transforming raw data into actionable intelligence. By automating complex data analysis processes, it reduces the time and expertise required to derive meaningful insights. This empowers businesses to identify trends, optimize operations, and enhance customer experiences, ultimately driving growth and competitive advantage.

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

- **Seller:** [ByteCompute.ai](https://www.g2.com/sellers/bytecompute-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=491484bfdd2cf4b35e11ccd192cd1ed358d2a6acbed4b14ec58429cec2e07d74&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbytecompute-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Bythenumbersapp](https://www.g2.com/products/bythenumbersapp/reviews)

By the Numbers is a comprehensive analytics platform designed specifically for Shopify store owners, providing in-depth insights into sales, customer behavior, and product performance. By integrating seamlessly with your Shopify store, it offers real-time data analysis, enabling businesses to make informed decisions that drive growth and efficiency. Key Features and Functionality: - Conversational Analytics: Engage with your data through an intuitive interface that simplifies complex analytics, making it accessible for users at all levels. - Advanced Ecommerce Reporting: Access detailed reports on sales, customer retention, and product performance to identify trends and opportunities. - AI-Powered Customer Segmentation: Utilize artificial intelligence to segment customers based on purchasing behavior, allowing for targeted marketing strategies. - Cohort Analysis and Predictive Forecasting: Analyze customer cohorts over time and leverage predictive models to forecast future sales and customer behavior. - Integrations with Marketing Platforms: Sync customer segments with platforms like Klaviyo, Google Ads, and TikTok Ads to enhance marketing campaigns and improve ROI. - Customer Loyalty Analysis: Automatically segment customers into groups such as 'At Risk,' 'Dormant,' 'Promising,' and 'Best' to tailor engagement strategies effectively. Primary Value and Solutions Provided: By the Numbers empowers Shopify store owners to transform raw data into actionable insights, addressing common challenges such as: - Enhanced Decision-Making: By providing clear, data-driven insights, store owners can make informed decisions that optimize operations and marketing efforts. - Improved Customer Retention: Through advanced segmentation and loyalty analysis, businesses can implement targeted strategies to retain valuable customers and reduce churn. - Optimized Marketing Spend: Integrations with major advertising platforms allow for precise targeting, ensuring marketing budgets are allocated effectively to maximize returns. - Time Efficiency: Automated reporting and real-time data updates reduce the need for manual data analysis, allowing store owners to focus on strategic initiatives. By the Numbers is a vital tool for Shopify merchants seeking to leverage their data for strategic growth, offering a suite of features that simplify analytics and enhance business performance.

#### Who Is the Company Behind Bythenumbersapp?

- **Seller:** [bythenumbersapp.com](https://www.g2.com/sellers/bythenumbersapp-com)
- **HQ Location:** California, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cf154732cdab6521e25febe3b5986d53d5f0339eac3764c7eadcf6276cdeef46&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fby-the-numbers-app%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Caire Health](https://www.g2.com/products/caire-health/reviews)

Caire Health is a healthcare technology company dedicated to enhancing patient care through innovative solutions. Their platform integrates advanced data analytics and artificial intelligence to provide healthcare professionals with actionable insights, improving decision-making and patient outcomes. By streamlining workflows and reducing administrative burdens, Caire Health enables medical staff to focus more on patient care. Key Features and Functionality: - Data Integration: Seamlessly consolidates patient information from various sources into a unified platform. - Predictive Analytics: Utilizes AI to forecast patient health trends and potential risks. - Customizable Dashboards: Offers personalized interfaces for healthcare providers to monitor critical metrics. - Interoperability: Ensures compatibility with existing electronic health record (EHR) systems. - Secure Communication: Facilitates HIPAA-compliant messaging between medical staff and patients. Primary Value and Solutions: Caire Health addresses the challenges of fragmented patient data and inefficient workflows in healthcare settings. By providing a comprehensive and intuitive platform, it empowers healthcare providers to make informed decisions swiftly, leading to improved patient outcomes and operational efficiency. The solution also enhances patient engagement by offering tools for better communication and personalized care plans.

#### Who Is the Company Behind Caire Health?

- **Seller:** [Caire Health](https://www.g2.com/sellers/caire-health)
- **HQ Location:** N/A
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=32da8bb6190cdda8d633612f63a52090268ebeba7b7f1563f879237539c7def9&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fcair-health&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

CalcGen AI is an innovative platform designed to transform raw data into interactive and customizable visualizations effortlessly. By leveraging advanced AI agents, CalcGen automates data research, analysis, and visualization, enabling users to create compelling charts, graphs, and calculators without the need for extensive coding or data manipulation. Key Features and Functionality: - Automated Data Research: CalcGen's AI agents can search the internet for relevant data, ensuring that visualizations are based on credible and up-to-date sources. - Customizable Visualizations: Users can tailor their charts and graphs by selecting from a variety of pre-built themes, adjusting titles, descriptions, and linking to specific sources to match their brand's design language. - Intuitive Interface: The platform's user-friendly interface allows users to describe their desired visualizations, and CalcGen's AI agents handle the rest, making the process straightforward and efficient. - Seamless Integration: Visualizations created with CalcGen can be easily embedded into various platforms such as Notion, PowerPoint, WordPress, Wix, and Miro, facilitating smooth integration into existing workflows. Primary Value and User Solutions: CalcGen AI addresses the common challenges of time-consuming data research, complex coding requirements, and the need for professional-quality visualizations. By automating these processes, CalcGen empowers users—including finance managers, scientists, educators, and business professionals—to focus on interpreting data and making informed decisions. The platform's ability to generate interactive and shareable visualizations in seconds enhances communication and engagement, making data more accessible and impactful.

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

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

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

Canopy Labs is an AI-driven platform designed to enhance business operations by providing advanced data analytics and machine learning solutions. It empowers organizations to make informed decisions, optimize processes, and drive growth through actionable insights derived from complex data sets. Key Features and Functionality: - Advanced Data Analytics: Utilizes sophisticated algorithms to analyze large volumes of data, uncovering patterns and trends that inform strategic decisions. - Machine Learning Integration: Incorporates machine learning models to predict outcomes, automate tasks, and improve operational efficiency. - Customizable Dashboards: Offers user-friendly interfaces that can be tailored to display relevant metrics and KPIs, facilitating real-time monitoring and reporting. - Scalable Solutions: Designed to accommodate businesses of various sizes, ensuring scalability as organizational needs evolve. Primary Value and User Solutions: Canopy Labs addresses the challenge of transforming raw data into meaningful insights. By leveraging its AI capabilities, businesses can identify opportunities, mitigate risks, and streamline operations. This leads to enhanced decision-making, increased efficiency, and a competitive edge in the market. The platform's intuitive design ensures that users, regardless of technical expertise, can harness the power of data analytics to drive success.

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

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

### [Canvora](https://www.g2.com/products/canvora/reviews)

Canvora is an advanced AI-driven platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge artificial intelligence and machine learning technologies, Canvora enables organizations to extract valuable insights, automate complex processes, and make data-driven decisions with unprecedented accuracy and efficiency. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring a unified and comprehensive data ecosystem. - Advanced Analytics: Utilizes sophisticated algorithms to perform predictive analytics, trend analysis, and anomaly detection. - Automated Reporting: Generates real-time reports and dashboards, providing stakeholders with up-to-date information. - Customizable Workflows: Allows users to design and implement tailored workflows to automate routine tasks and processes. - Scalability: Adapts to the growing needs of businesses, handling increasing data volumes without compromising performance. Primary Value and Solutions: Canvora addresses the challenges of data overload and complexity by providing a streamlined platform that simplifies data management and analysis. It empowers businesses to uncover hidden patterns, predict future trends, and optimize operations, leading to enhanced productivity and competitive advantage. By automating routine tasks and offering actionable insights, Canvora enables organizations to focus on strategic initiatives and drive innovation.

#### Who Is the Company Behind Canvora?

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

### [Captain](https://www.g2.com/products/grapple-captain/reviews)

Captain is a feature within Grapple, a data platform designed to empower users to build dashboards efficiently using artificial intelligence. Captain introduces a command interface that supports natural language, enabling users to create comprehensive dashboards swiftly without relying on traditional point-and-click methods. Key Features and Functionality: - Natural Language Commands: Users can perform actions such as applying filters, creating bar charts, formulating spreadsheet-style formulas, and aggregating data across applications using simple, natural language commands. - Integration with Multiple Data Sources: Captain supports various data sources, including Ordway, Kit, Attio, Instantly, NPM, and MongoDB, allowing users to consolidate and analyze data from diverse platforms. - Universal Data Library: This feature automates data modeling and cleaning, ensuring that data is immediately queryable regardless of its source. - Percy AI Integration: Captain incorporates Percy, an AI data engineer that translates natural language requests into actionable data visualizations and analyses. Primary Value and User Solutions: Captain addresses the common challenges associated with data visualization and analysis by simplifying the process through natural language commands. This approach eliminates the need for complex interfaces and extensive manual input, making data analysis accessible to a broader range of users. By integrating multiple data sources and automating data preparation, Captain enables users to generate insights quickly and efficiently, thereby enhancing decision-making processes within organizations.

#### Who Is the Company Behind Captain?

- **Seller:** [Grapple](https://www.g2.com/sellers/grapple-ec8cdeab-e895-458c-9688-734216e38637)
- **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=c392494d40ea97f06e37fe22cd7b7b3f37b0f3de94cb8ed99645e95ebc31befa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudgrapple&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [CardiaTec](https://www.g2.com/products/cardiatec/reviews)

CardiaTec is a pioneering TechBio company dedicated to transforming cardiovascular disease treatment through advanced computational modeling and multi-omics data analysis. By integrating genomics, epigenomics, transcriptomics, and proteomics from human cardiac tissues, CardiaTec aims to uncover novel therapeutic targets and develop first-in-class cardiovascular therapies. The company has established a proprietary multi-omics dataset, sourced from a network of 65 hospitals across the UK and US, to support its innovative research initiatives. Key Features and Functionality: - Comprehensive Multi-Omics Data Integration: CardiaTec combines various biological data layers to provide a holistic understanding of cardiovascular disease mechanisms. - Advanced Computational Modeling: Utilizing state-of-the-art AI algorithms, the company analyzes complex datasets to identify and prioritize dysregulated drug targets and disease-related pathways. - Proprietary Data Strategy: With access to human cardiac tissues and corresponding clinical annotations, CardiaTec has built the largest human cardiac tissue multi-omics database, enhancing the discovery of truly novel therapeutics. Primary Value and Problem Solved: Cardiovascular disease remains the leading cause of death globally, claiming approximately 20 million lives annually. Traditional therapeutic development has been hindered by a limited understanding of the disease's complex biology, resulting in stagnated innovation and investment. CardiaTec addresses this challenge by leveraging its proprietary multi-omics dataset and computational platform to decode the intricate mechanisms driving disease progression. This approach facilitates the discovery and development of novel, targeted therapies, aiming to improve patient outcomes and reduce the global burden of cardiovascular diseases.

#### Who Is the Company Behind CardiaTec?

- **Seller:** [CardiaTec](https://www.g2.com/sellers/cardiatec)
- **Year Founded:** 2021
- **HQ Location:** Cambridge , GB
- **LinkedIn® Page:** [uk.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f3b60085dfdd02733f0be4371b26b90a18b5f7b5740e29514f5c2bde40cc5b1c&secure%5Burl%5D=https%3A%2F%2Fuk.linkedin.com%2Fcompany%2Fcardiatec&secure%5Burl_type%5D=linkedin_company_website)  
16 employees on LinkedIn®

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

Caspor AI is an advanced artificial intelligence platform designed to revolutionize various industries by providing intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Caspor AI enables businesses to optimize operations, enhance decision-making processes, and drive innovation. Its versatile applications span across sectors such as healthcare, finance, retail, and manufacturing, offering tailored solutions to meet specific industry needs. Key features and functionalities of Caspor AI include: - Predictive Analytics: Utilizes historical data to forecast future trends, aiding in proactive decision-making. - Natural Language Processing (NLP): Facilitates understanding and processing of human language, enabling efficient customer interactions and data analysis. - Computer Vision: Analyzes visual data to extract meaningful information, applicable in quality control and surveillance. - Automated Workflow Management: Streamlines business processes by automating routine tasks, increasing efficiency and reducing human error. - Customizable AI Models: Offers flexibility to develop and deploy AI models tailored to specific business requirements. The primary value of Caspor AI lies in its ability to transform complex data into actionable insights, thereby solving critical challenges such as operational inefficiencies, data overload, and the need for rapid, informed decision-making. By integrating Caspor AI, organizations can achieve enhanced productivity, cost savings, and a competitive edge in their respective markets.

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

- **Seller:** [Caspor AI](https://www.g2.com/sellers/caspor-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d1a3fc5774fc9971726d81de67f02510b0a39ff1569af2969459d2de91fbab60&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcaspor-ai&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Causaly](https://www.g2.com/products/causaly/reviews)

Causaly is an advanced AI platform designed to revolutionize life sciences research and development by enabling scientists to rapidly discover, interpret, and share biomedical knowledge. By integrating cutting-edge AI technologies with a high-precision knowledge graph, Causaly empowers researchers to accelerate drug discovery processes, reduce risks, and enhance productivity across various stages of R&D. Key Features and Functionality: - Generative AI Copilot: A conversational interface that allows scientists to pose complex biomedical questions and receive trustworthy, evidence-backed responses with inline citations, ensuring transparency and confidence in decision-making. - Knowledge Graph: A comprehensive and precise biomedical knowledge graph that helps researchers distinguish causal relationships from mere co-occurrences, facilitating a deeper understanding of disease mechanisms and potential therapeutic targets. - Enterprise Data Fabric: This feature integrates internal and external data sources, creating a unified "single source of truth" for R&D teams. It ensures research continuity and enables the rapid identification of critical insights by consolidating disparate data into a cohesive framework. - Scientific RAG (Retrieval-Augmented Generation): An advanced information retrieval system tailored for life sciences, combining search and reasoning capabilities to surface precise, context-rich insights from vast datasets. Primary Value and Problem Solved: Causaly addresses the challenges of fragmented data, manual research processes, and lengthy drug development timelines by providing a unified AI-driven platform. It automates up to 80% of research workflows, applies domain-specific reasoning, and uncovers hidden insights, thereby accelerating the journey from initial discovery to the development of life-changing therapies. By offering transparent, evidence-backed insights, Causaly reduces the risk of clinical failures and enhances the efficiency of bringing new treatments to market.

#### Who Is the Company Behind Causaly?

- **Seller:** [Causaly](https://www.g2.com/sellers/causaly)
- **Year Founded:** 2018
- **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=b989452f43115d7fb28ab89c58dace32c964e464ac9d37db1c1a7911f92033b1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcausaly&secure%5Burl_type%5D=linkedin_company_website)  
138 employees on LinkedIn®

### [CentroidAI](https://www.g2.com/products/centroidai/reviews)

CentroidAI is a behavioral intelligence platform that enables organizations to predict and act on behavioral changes in accounts, donors, patients, or alumni months before these changes become evident in traditional analytics. By analyzing existing data, CentroidAI provides early-warning intelligence, allowing proactive interventions to mitigate risks and seize growth opportunities. Key Features and Functionality: - Predictive Behavioral Analysis: Utilizes proprietary algorithms to identify impending behavioral shifts, offering a lead time of 3–6 months before changes manifest. - Industry-Specific Solutions: Offers tailored products across various sectors, including: - FyndEm Engage: Focuses on plasma donor retention by identifying donors at risk of lapsing and those likely to return. - FyndEm Clinical: Surfaces undiagnosed patients matching early-stage disease profiles, validated across multiple chronic disease models. - FyndEm MedTech: Predicts high-probability adoption targets among surgeons and key opinion leaders. - FyndEm Retail: Anticipates customer churn and growth, facilitating targeted marketing efforts. - FyndEm Account: Detects potential hospital account defections using ERP order history without requiring IT integration. - FyndEm Campus: Ranks alumni by giving propensity, enhancing fundraising strategies. - FyndEm Quality: Predicts production line failures and supplier drift patterns before they occur. - FyndEm Advance: Identifies supporter disengagement well in advance, optimizing outreach efforts. - Data Integration and Analysis: Processes standard exports from ERP, EHR, CRM, or donor management systems without necessitating IT integration, ensuring seamless implementation. - Retrospective Diagnostics: Conducts historical data analyses to validate model accuracy, lead time, and potential impact before full deployment. Primary Value and Solutions Provided: CentroidAI empowers organizations to proactively address behavioral changes by providing early warnings, thereby reducing risks and capitalizing on growth opportunities. Its industry-specific solutions cater to unique challenges across various sectors, enhancing decision-making processes and operational efficiency. By leveraging existing data without requiring complex integrations, CentroidAI offers a cost-effective and efficient approach to behavioral intelligence, ultimately driving better outcomes and fostering sustainable growth.

#### Who Is the Company Behind CentroidAI?

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

### [Cerbrec Graphbook](https://www.g2.com/products/cerbrec-graphbook/reviews)

Cerbrec Graphbook is an enterprise-grade AI platform that empowers organizations to build bespoke AI solutions through an intuitive drag-and-drop interface. Designed to democratize AI development, Graphbook enables subject matter experts to create, deploy, and manage custom AI models without the need for coding or prior AI experience. This approach significantly reduces technical barriers, accelerates time-to-delivery, and enhances transparency in AI development processes. Key Features and Functionality: - Intuitive Drag-and-Drop Interface: Allows users to design complex AI workflows visually, facilitating rapid development and deployment of AI solutions. - Pre-Built AI Models: Offers a library of pre-trained models, including Llama, Mistral, GPT, and BERT, as well as domain-specific models like ProtGPT for protein design and SMILES-BERT for molecular prediction. - Seamless Data Integration: Connects diverse data sources across cloud and on-premise environments, transforming scattered data into unified intelligence without technical complexity. - Compute Jobs: Provides the capability to run compute jobs asynchronously on dedicated cloud pods, offering efficient execution of AI models with robust scalability. - Global Constants and Variables Management: Facilitates the definition and management of global constants and variables, streamlining data handling and model configuration. Primary Value and Problem Solved: Graphbook addresses critical challenges in AI development by eliminating the need for specialized coding skills, thereby enabling a broader range of professionals to participate in AI solution creation. By providing an accessible platform, it accelerates the development cycle, reduces costs associated with hiring AI specialists, and ensures compliance with regulatory standards through enhanced transparency and auditability. This empowers organizations across various industries, including biotech, pharmaceuticals, and manufacturing, to leverage AI for innovation and improved decision-making.

#### Who Is the Company Behind Cerbrec Graphbook?

- **Seller:** [Cerbrec](https://www.g2.com/sellers/cerbrec)
- **Year Founded:** 2023
- **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=e4a667dffe4ae2a721a8d95583f3c7ffe90a8482f908b0f34bbad59305f59de4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcerbrec%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [CERPRO](https://www.g2.com/products/cerpro/reviews)

CERPRO is an AI-powered software solution designed to revolutionize quality assurance processes in manufacturing. By automating the extraction and interpretation of features from technical drawings, CERPRO significantly reduces manual effort, minimizes errors, and accelerates the creation of inspection reports. This enables manufacturers to focus more on production while ensuring consistent and reliable quality documentation. Key Features and Functionality: - Automated Feature Extraction: Utilizes advanced AI to automatically identify and interpret critical elements from technical drawings, such as dimensions, tolerances, and drill holes. - Multi-Format Support: Accepts various file formats, including PDF, JPG, and DXF, providing flexibility in handling different types of technical drawings. - Customizable Export Options: Allows users to export extracted data into personalized templates, such as VDA, EMPB, and inspection plans, facilitating seamless integration into existing workflows. - Time and Error Reduction: Eliminates the need for manual stamping, copying, and formatting, leading to up to 70% time savings and a significant decrease in documentation errors. - Cloud-Based Accessibility: Offers a secure, cloud-based platform that ensures high availability and compliance with data protection regulations, including GDPR. Primary Value and User Solutions: CERPRO addresses the challenges of manual, error-prone, and time-consuming quality assurance documentation in manufacturing. By automating the creation of inspection reports, it enables companies to: - Enhance Efficiency: Streamline quality assurance processes, allowing for faster turnaround times and increased productivity. - Improve Accuracy: Reduce human errors associated with manual data entry, ensuring more reliable and consistent quality documentation. - Focus on Core Competencies: Free up valuable resources from administrative tasks, enabling teams to concentrate on essential production activities. By integrating CERPRO into their operations, manufacturing companies can achieve substantial cost savings, improved product quality, and a competitive edge in the industry.

#### Who Is the Company Behind CERPRO?

- **Seller:** [CERPRO](https://www.g2.com/sellers/cerpro)
- **Year Founded:** 2023
- **HQ Location:** Berlin, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=30e38e3d7d78271c3e8283a9ab564c739bba2b3d7962e3d2b17526ca1986aa99&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcerpro-gmbh%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

### [Chartfast](https://www.g2.com/products/chartfast/reviews)

ChartFast is an AI-driven data analysis tool designed to streamline the process of data visualization and analysis. By automating repetitive tasks such as data cleaning, transformation, and chart creation, ChartFast enables users to generate complex graphs and visualizations in seconds, significantly reducing the time and effort traditionally required for data work. Key Features and Functionality: - Rapid Graph Generation: Utilizes specialized internal libraries to quickly produce complex graphs and visualizations tailored to diverse data needs. - Customizable Visualization Code: Offers a dedicated server environment for running Python scripts, allowing users to leverage powerful data analysis libraries for advanced data processing and visualization. - Interactive Data Queries: Enables users to gain expert-level insights by posing direct questions to their datasets, facilitating a deeper understanding of the data. - Instant Data Export: Supports the import of files in .csv or Excel formats and allows for immediate export of processed data and visualizations with a single click. Primary Value and User Solutions: ChartFast addresses common challenges in data analysis by automating time-consuming tasks, thereby reducing the risk of human error and enhancing efficiency. It empowers users to focus on decision-making rather than manual data processing, making it an invaluable tool for professionals seeking to optimize their data workflows.

#### Who Is the Company Behind Chartfast?

- **Seller:** [Chartfast](https://www.g2.com/sellers/chartfast)
- **Year Founded:** 2024
- **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=4afd8d44a756e228fbdb0ad412fef14260d6574d6405815bcc79200266995fd7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fchartfast-io%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

ChartGen AI is a user-friendly platform designed to simplify the creation of visually appealing charts and graphs from various data formats, including CSV, Excel, JSON, and Google Sheets. By integrating Python transformations and AI-powered data analytics, it caters to diverse needs such as data visualization, reporting, statistical analysis, business intelligence, and data storytelling. The intuitive three-step process—uploading the dataset, describing the desired chart, and generating the visualization—ensures accessibility for users with minimal technical expertise. Key Features: - User-Friendly Interface: Simplifies navigation and chart creation for users of all skill levels. - Natural Language Processing: Translates user descriptions into accurate visual representations. - Rapid Chart Generation: Produces charts swiftly, enhancing efficiency in data analysis. - Support for Multiple File Formats: Accommodates various data inputs, including CSV, Excel, JSON, and Google Sheets. - Data Security: Emphasizes the importance of reviewing privacy policies and security measures to ensure data protection. Primary Value: ChartGen AI addresses the challenge of transforming complex datasets into clear, insightful visualizations without requiring advanced technical skills. By automating the chart creation process and supporting multiple data formats, it empowers users to effectively communicate data-driven insights, thereby enhancing decision-making and storytelling capabilities.

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

- **Seller:** [Powerusers AI](https://www.g2.com/sellers/powerusers-ai)
- **Year Founded:** 2023
- **HQ Location:** Valley, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=176fae0a0f7999436aae1e2c0dcf0cf26ba2a4449f06dee12427c6b9e2a8f1e5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpowerusers-ai&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

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

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

Updated April 22, 2026

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

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

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

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

How DSML software differs from other tools

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

Insights from G2 Reviews on DSML software

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

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