# Best Data Science and Machine Learning Platforms - Page 18

## 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=2026-08-12T23%3A39%3A18Z&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%257C295512f9-dcaa-4c6c-947b-dcb8ceb611e3%26page%3D18&secure%5Btoken%5D=da435a8fd6e0344d4ab820a2308f6beae16bf8ad50fad9e72e9aa27e70fbae59&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url)

### [BlackRock AI Labs](https://www.g2.com/products/blackrock-ai-labs/reviews)

BlackRock AI Labs is a central hub within BlackRock dedicated to leveraging artificial intelligence (AI) and data science to address strategic business challenges across the firm. Established in 2018, AI Labs aims to revolutionize asset management by combining human expertise with machine intelligence, driving innovation and efficiency in investment processes. Key Features and Functionality: - Machine Learning and Data Science Expertise: The team specializes in machine learning, optimization, statistical modeling, signal detection, natural language processing, data visualization, and generative AI. - Diverse Data Utilization: AI Labs works with a wide array of data sources, including text, news feeds, financial reports, time series transactions, user behavior logs, and real-time data, enabling comprehensive analysis and insights. - Global Collaboration: With offices in New York, Palo Alto, Edinburgh, San Francisco, Atlanta, and Gurgaon, the team collaborates across regions, bringing together diverse perspectives and expertise. - Academic Partnerships: AI Labs benefits from the guidance of esteemed Stanford professors, including Stephen Boyd, Emmanuel Candes, Trevor Hastie, and Mykel Kochenderfer, who provide world-class expertise in machine learning, statistics, optimization, and stochastic control. Primary Value and Solutions: AI Labs drives commercial impact through alpha generation, operational efficiencies, and cost reduction. By applying advanced AI techniques across BlackRock's business areas—including investments, sales, marketing, operations, and product development—the team enhances decision-making processes and delivers innovative solutions to clients. This integration of AI and data science positions BlackRock at the forefront of technological advancement in asset management.

#### Who Is the Company Behind BlackRock AI Labs?

- **Seller:** [BlackRock](https://www.g2.com/sellers/blackrock)
- **Year Founded:** 1988
- **HQ Location:** New York, New York, United States
- **Twitter:** @eFrontFinancial  
1,136 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d481744359c50ea947e7f6d47f66a72a2e8fc83b21d864a340187550d000bec0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fblackrock%2F&secure%5Burl_type%5D=linkedin_company_website)  
30,822 employees on LinkedIn®

### [Blank Bio](https://www.g2.com/products/blank-bio/reviews)

Blank Bio is a pioneering company specializing in RNA intelligence to advance precision medicine. By developing foundation models that integrate isoform, mutation, and expression signals from RNA, Blank Bio enhances patient stratification and diagnostic accuracy. Key Features and Functionality: - Patient Stratification: Utilizes multi-gene signatures to identify clinically significant subgroups, aiding in trial enrichment, resistance profiling, and combination therapy planning. - Enhanced Diagnostics: Improves disease classification and subtyping accuracy through routine RNA sequencing samples. - Target Discovery: Uncovers coordinated transcript-level patterns to identify new therapeutic opportunities. - Therapeutic Design: Optimizes and engineers RNA-based therapeutics for more effective treatments. - Biosecurity Monitoring: Automates the monitoring and characterization of biological threats using RNA foundation models. Primary Value and Solutions: Traditional RNA analysis often reduces complex transcript data to gene-level counts, overlooking critical splice variants, mutations, and expression patterns that influence patient responses to treatments. Blank Bio's foundation models address this limitation by learning from the full complexity of transcript-level biology. This approach enables the detection of coordinated, multi-gene patterns that traditional methods may miss, leading to improved biomarker performance, more precise diagnostics, and the identification of novel therapeutic targets. By harnessing the power of RNA intelligence, Blank Bio empowers healthcare professionals and researchers to make more informed decisions, ultimately enhancing patient outcomes in precision medicine.

#### Who Is the Company Behind Blank Bio?

- **Seller:** [Blank Bio](https://www.g2.com/sellers/blank-bio)
- **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=15f612b01877dc31882cc3c50a4c7f4ff54a6166a408897fbac995c5d4183b79&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fblank-bio&secure%5Burl_type%5D=linkedin_company_website)  
911 employees on LinkedIn®

### [Blue Wave AI Labs](https://www.g2.com/products/blue-wave-ai-labs/reviews)

Blue Wave AI Labs specializes in developing advanced artificial intelligence (AI) and machine learning (ML) solutions tailored for the nuclear energy sector. Their suite of AI-driven tools is designed to enhance operational efficiency, safety, and cost-effectiveness in nuclear power plants. Key Features and Functionality: - ThermalLimits.ai: Optimizes core design and cycle management by fine-tuning online thermal limits, leading to improved reactor performance. - Eigenvalue.ai: Provides accurate projections of energy capabilities, optimizes reload batch sizes, and minimizes fuel costs to meet fuel cycle energy demands. - CoreDesigner.ai: Streamlines core design across multiple cycles, optimizing fuel loading, shuffling, control rod patterns, and core flow schedules. - MCO.ai: Offers unparalleled visibility into moisture carryover dynamics, aiding in the prevention of turbine blade damage and enhancing plant efficiency. - IntelligentDiagnostics.ai: Utilizes AI-driven monitoring to predict component failures early, facilitating proactive maintenance and reducing unplanned outages. Primary Value and Solutions Provided: By integrating Blue Wave AI Labs' solutions, nuclear power operators can achieve significant cost savings through optimized fuel use and improved plant capacity factors. The predictive analytics capabilities of these tools enable early detection of potential issues, reducing operational risks and enhancing safety. Additionally, the automation of complex processes leads to increased efficiency, allowing plants to operate more effectively and sustainably.

#### Who Is the Company Behind Blue Wave AI Labs?

- **Seller:** [Blue Wave AI Labs](https://www.g2.com/sellers/blue-wave-ai-labs)
- **Year Founded:** 2016
- **HQ Location:** Naples, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=702c231e91612f9c0732ae8018ee36449cae73a725c0fe36dad8efe218b2a1d4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fblue-wave-ai-labs&secure%5Burl_type%5D=linkedin_company_website)  
22 employees on LinkedIn®

### [Bohrium](https://www.g2.com/products/bohrium/reviews)

Bohrium is an AI-powered research platform designed to enhance scientific discovery by providing comprehensive academic resources and tools in a unified interface. It integrates over 170 million papers, 160 million patents, and 20 million active scholar profiles, offering a robust database for researchers across various disciplines. Key Features and Functionality: - AI-Powered Academic Search: Delivers deep, trusted AI search capabilities, enabling precise and efficient literature reviews. - Cross-Disciplinary Coverage: Facilitates exploration across multiple fields with access to global and local research materials. - All-in-One Research Hub: Combines comprehensive academic resources and research tools in a single platform, streamlining the research process. - Extensive Databases: Integrates a vast collection of scholarly articles, patents, and scholar profiles, building a robust academic database. - Real-Time Updates: Ensures researchers have access to the latest information with continuous updates to its databases. - Professional Expertise: Offers insightful understanding and accurate results, supporting researchers in making informed decisions. Primary Value and Problem Solved: Bohrium addresses the challenge of navigating the vast and ever-growing body of scientific literature by providing an AI-driven platform that simplifies and accelerates the research process. By offering a centralized hub with extensive resources and advanced search capabilities, it empowers researchers to efficiently access relevant information, foster cross-disciplinary collaboration, and drive scientific innovation.

#### Who Is the Company Behind Bohrium?

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

### [Bondr](https://www.g2.com/products/bondr/reviews)

BondR is a forward-thinking software development company specializing in Agile transformations, Artificial Intelligence (AI), and Business Intelligence solutions. With over a decade of experience, BondR assists businesses of all sizes—from startups to large enterprises—in integrating legacy systems and developing innovative software solutions tailored to their unique needs. Their expertise spans various sectors, including finance, healthcare, utilities, publishing, telecommunications, and insurance. Key Features and Functionality: - Agile Transformation: BondR guides organizations through Agile transformations, enhancing efficiency and responsiveness across all departments. They offer training sessions and implement Agile methodologies to improve communication, flexibility, and adaptability within teams. - Artificial Intelligence Services: The company provides AI-driven analytics platforms that process and analyze large datasets swiftly, enabling data-driven decision-making. They specialize in deploying Large Language Models (LLMs) like ChatGPT, integrating them seamlessly into clients' business processes and systems. - Business Intelligence Solutions: BondR helps clients transform raw data into actionable insights by implementing centralized data warehouses and utilizing tools like Hadoop and R for data analysis and visualization. This approach ensures accurate, timely, and consistent information for business users. - Software Development: Their services encompass the entire Software Development Life Cycle (SDLC), including initial analysis, architecture and design, UI/UX design, development for various platforms (web, intranet, mobile, cloud-based solutions), testing, deployment, and support. Primary Value and Solutions Provided: BondR's primary value lies in its ability to deliver high-quality, cost-effective software solutions that address complex business challenges. By embracing Agile methodologies, they enhance organizational efficiency and responsiveness. Their AI and Business Intelligence services empower clients to make informed, data-driven decisions, leading to improved strategies and competitive advantages. Through comprehensive software development services, BondR ensures that clients receive tailored solutions that integrate seamlessly with existing systems, driving innovation and business growth.

#### Who Is the Company Behind Bondr?

- **Seller:** [Bondr](https://www.g2.com/sellers/bondr)
- **Year Founded:** 2005
- **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=9fe31496f057ca8f8de4336ac6aa9cc87a9ead94bfe27e2da32ae96e7e694253&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbondr%2F&secure%5Burl_type%5D=linkedin_company_website)  
6 employees on LinkedIn®

### [Braign](https://www.g2.com/products/braign/reviews)

Braign is an advanced artificial intelligence platform designed to revolutionize data analysis and decision-making processes across various industries. By leveraging cutting-edge machine learning algorithms and natural language processing, Braign enables organizations to extract actionable insights from complex datasets, enhancing operational efficiency and strategic planning. Key Features and Functionality: - Data Integration: Seamlessly consolidates data from multiple sources, providing a unified view for comprehensive 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 queries. - Customizable Dashboards: Offers user-friendly interfaces that can be tailored to specific business needs, ensuring relevant metrics are easily accessible. - Scalability: Adapts to varying data volumes and organizational sizes, ensuring consistent performance as business needs evolve. Primary Value and Solutions Provided: Braign addresses the challenge of managing and interpreting vast amounts of data by providing a platform that simplifies complex analyses. It empowers users to make informed decisions quickly, reduces the time spent on data processing, and enhances overall productivity. By transforming raw data into meaningful insights, Braign helps organizations stay competitive in rapidly changing markets.

#### Who Is the Company Behind Braign?

- **Seller:** [Braign](https://www.g2.com/sellers/braign)
- **Year Founded:** 2022
- **HQ Location:** Birr, CH
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c2c429fc63707f92e43539f42cdbcdd3cf58c7b15a39562004780cd22921699a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbraign&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Braviz](https://www.g2.com/products/braviz/reviews)

Braviz is an industrial intelligence platform designed to empower operational and product engineering teams by transforming complex industrial data into accessible, actionable insights. By integrating advanced AI technologies, Braviz simplifies data ecosystems, accelerates operational decisions, and enhances the return on investment in digitalization efforts. Key Features and Functionality: - Virtual Data Canvas: Organizes diverse industrial data dimensions, contextualizing them with operational, functional, and technical metadata to eliminate data silos. - Computational AI Engine: Empowers engineers with a modular and dynamic AI engine, facilitating quicker and smarter data operations and analysis. - Natural Language Interaction: Provides a seamless interface for users of all technical levels to seek and understand data insights, enabling faster problem-solving and decision-making. - Knowledge Graph: Builds a unique and dynamic representation of an industry's operational data dimensions, enhancing data organization and accessibility. - Analytical Solvers: Scales analysis by modeling analytical algorithms in a modular plug-in architecture to address complex problems. - Hybrid Search: Offers unified search capabilities across structured data, documents, and web sources through a natural language-driven interface. - Decision Journey: Guides users through a recommended path of questions and insights based on unique contexts and user journeys to facilitate smarter decisions. Primary Value and Solutions Provided: Braviz addresses the challenges of fragmented data ecosystems in industrial settings by providing a unified platform that simplifies data access and analysis. It enables engineers to make faster, data-driven decisions by offering AI-assisted insights through intuitive interfaces. By streamlining data operations and reducing complexity, Braviz enhances operational efficiency, reduces time-to-insight, and maximizes the value derived from digitalization investments.

#### Who Is the Company Behind Braviz?

- **Seller:** [Braviz](https://www.g2.com/sellers/braviz)
- **Year Founded:** 2023
- **HQ Location:** Gothenburg, SE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=615ae6c6ad3d79709f66d23e1290a3f32b6875b363a8d2475b069a0655f21d09&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbraviz&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

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

Brayden AI is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, it enables organizations to streamline processes, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Provides comprehensive data analysis tools to uncover valuable insights and trends. - Natural Language Processing (NLP): Facilitates seamless interaction with the system through human-like language understanding. - Customizable Solutions: Offers tailored AI models to meet specific business needs and objectives. - Scalability: Adapts to businesses of all sizes, ensuring consistent performance as operations grow. Primary Value and User Benefits: Brayden AI addresses the challenge of managing complex business processes by introducing intelligent automation and insightful analytics. Users benefit from reduced operational costs, enhanced productivity, and the ability to make informed decisions based on real-time data. This empowers businesses to stay competitive in a rapidly evolving market landscape.

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

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

### [Breadcrumb](https://www.g2.com/products/breadcrumb-breadcrumb/reviews)

Breadcrumb.ai is an AI-powered analytics platform designed to simplify data exploration and visualization for teams without extensive technical expertise. It enables users to connect, analyze, and act on data seamlessly, transforming complex datasets into actionable insights. Key Features and Functionality: - AI-Generated Data Visualization: Automatically creates insightful visualizations from uploaded datasets, eliminating the need for manual chart creation. - Intuitive Drag-and-Drop Interface: Allows users to add and explore data effortlessly, facilitating the creation and editing of visualizations, dashboards, and reports in plain language. - Data Integration and Cleaning: Connects data from various sources, including spreadsheets and applications, with a single click. The AI combines and cleans data automatically, ensuring accuracy and consistency. - Collaborative Workspaces: Enables real-time team collaboration, allowing multiple users to work together on data analysis and visualization projects. - Customizable Dashboards: Offers dynamic and interactive environments where users can drag and drop widgets and visualizations freely across the canvas, tailoring dashboards to specific needs. Primary Value and User Solutions: Breadcrumb.ai empowers teams to make data-driven decisions without requiring technical skills. By automating data visualization and analysis, it reduces the time and effort needed to derive insights, enabling businesses to respond swiftly to market changes and internal performance metrics. The platform's user-friendly interface and collaborative features ensure that data analysis is accessible to all team members, fostering a data-centric culture within organizations.

#### Who Is the Company Behind Breadcrumb?

- **Seller:** [Breadcrumb](https://www.g2.com/sellers/breadcrumb)
- **Year Founded:** 2023
- **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=e5bfecc8141f992251be80d1d3c37898ec79b5ecfd86473acb1820d342491803&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbreadcrumbai%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

### [BrightBeam](https://www.g2.com/products/brightbeam/reviews)

BrightBeam is an advanced data analytics platform designed to empower businesses with actionable insights through real-time data processing and visualization. By integrating seamlessly with various data sources, BrightBeam enables organizations to make informed decisions swiftly, enhancing operational efficiency and strategic planning. Key Features and Functionality: - Real-Time Data Processing: BrightBeam processes data as it arrives, ensuring that users have access to the most current information for timely decision-making. - Comprehensive Data Integration: The platform supports integration with a wide range of data sources, including databases, cloud services, and APIs, providing a unified view of all relevant data. - Interactive Dashboards: Users can create customizable dashboards that offer intuitive visualizations, making complex data sets easier to understand and analyze. - Advanced Analytics Tools: BrightBeam offers a suite of analytical tools, including predictive analytics, trend analysis, and anomaly detection, to uncover hidden patterns and insights. - Scalability: Designed to handle large volumes of data, BrightBeam scales effortlessly to meet the needs of growing businesses. Primary Value and Solutions Provided: BrightBeam addresses the challenge of data overload by transforming raw data into meaningful insights, enabling businesses to identify opportunities, mitigate risks, and optimize performance. By providing real-time analytics and intuitive visualizations, BrightBeam empowers users to make data-driven decisions with confidence, ultimately driving growth and competitive advantage.

#### Who Is the Company Behind BrightBeam?

- **Seller:** [BrightBeam](https://www.g2.com/sellers/brightbeam)
- **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=9c8263fc9c1d930f09c37e542e96ef895b6af79803169b3bb2411055bc883fa3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbrightbeamio&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

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

Bright Data offers a comprehensive suite of web data collection solutions designed to empower businesses with real-time, accurate, and customizable datasets. Their products cater to various data acquisition needs, ensuring seamless access to web data for informed decision-making. Key Features and Functionality: - Web Access APIs: Tools like Unlocker API, Crawl API, SERP API, and Browser API facilitate efficient web data extraction by overcoming common challenges such as blocks and CAPTCHAs. - Data Feeds: Services including Scrapers, Custom Scraper, Datasets, and Functions provide real-time data from numerous websites, enabling tailored data collection strategies. - Data and Insights: Offerings like Retail Insights, Managed Services, and Deep Lookup Beta deliver AI-powered cross-retailer insights and enterprise-grade data acquisition solutions. - Proxy Services: A vast network of Residential, ISP, Datacenter, and Mobile Proxies ensures reliable and anonymous data collection across the globe. Primary Value and Solutions Provided: Bright Data addresses the critical need for accurate and timely web data by offering robust tools that simplify the data collection process. Their solutions help businesses overcome common web scraping challenges, such as access restrictions and data accuracy, enabling them to make data-driven decisions effectively. By providing customizable and scalable data collection services, Bright Data empowers organizations to harness the full potential of web data for competitive advantage.

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

- **Seller:** [bright data](https://www.g2.com/sellers/bright-data)
- **Year Founded:** 2014
- **HQ Location:** Greater Tel Aviv, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3fa41a953497a3c1767f77e5a39ad080f7bc09cce6e5b393c77fcae6e725ca2f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbright-data%2F&secure%5Burl_type%5D=linkedin_company_website)  
366 employees on LinkedIn®

### [Bright Data](https://www.g2.com/products/scraper-api-bright-data/reviews)

Bright Data offers a comprehensive suite of web data collection solutions designed to empower businesses with real-time, accurate, and customizable datasets. Their products cater to various data acquisition needs, ensuring seamless access to web data for informed decision-making. Key Features and Functionality: - Web Access APIs: Tools like Unlocker API, Crawl API, SERP API, and Browser API facilitate efficient web data extraction by overcoming common challenges such as blocks and CAPTCHAs. - Data Feeds: Services including Scrapers, Custom Scraper, Datasets, and Functions provide real-time data from numerous websites, enabling tailored data collection strategies. - Data and Insights: Offerings like Retail Insights, Managed Services, and Deep Lookup Beta deliver AI-powered cross-retailer insights and enterprise-grade data acquisition solutions. - Proxy Services: A vast network of Residential, ISP, Datacenter, and Mobile Proxies ensures reliable and anonymous data collection across the globe. Primary Value and Solutions Provided: Bright Data addresses the critical need for accurate and timely web data by offering robust tools that simplify the data collection process. Their solutions help businesses overcome common web scraping challenges, such as access restrictions and data accuracy, enabling them to make data-driven decisions effectively. By providing customizable and scalable data collection services, Bright Data empowers organizations to harness the full potential of web data for competitive advantage.

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

- **Seller:** [Scraper API](https://www.g2.com/sellers/scraper-api)
- **HQ Location:** Las Vegas
- **Twitter:** @ScraperAPI  
537 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9ffef621b14d4e163f7c14654e7ce843b6ae525299468d2ea4f7ff7a8ccf7fac&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fscraperapi%2F&secure%5Burl_type%5D=linkedin_company_website)  
33 employees on LinkedIn®

### [Build Or Not](https://www.g2.com/products/build-or-not/reviews)

Build Or Not is a comprehensive data analytics platform designed to empower entrepreneurs and developers with data-driven insights for informed decision-making. By analyzing real-time data from over 30,000 AI tools, 50,000 Reddit startup ideas, and 10,000 revenue records, the platform helps users validate market demand, understand competitors, and develop effective business strategies. Key Features and Functionality: - AI Tools Tracking: Monitor and analyze the performance of more than 83,000 AI tools with daily updates, enabling users to identify emerging trends and opportunities. - Startup Revenue Analysis: Access over 500,000 payment records across 234 platforms, providing insights into successful monetization strategies and revenue models. - App Store Opportunities: Identify market gaps by analyzing low-rated yet high-download applications, uncovering potential areas for improvement and innovation. - Reddit Demand Validation: Explore over 199,000 trending topics from Reddit to gauge market interest and validate startup ideas based on real user discussions. - Backlink Database: Utilize a curated collection of quality backlink sources to enhance SEO efforts and improve online visibility. - AI Model Trends: Stay updated with real-time trends in AI models, facilitating informed decisions on technology adoption and development. Primary Value and Solutions Provided: Build Or Not addresses the critical challenge of startup failures due to a lack of data-driven decisions. By offering comprehensive analytics across multiple dimensions, the platform enables users to: - Validate Market Demand: Assess the viability of startup ideas by analyzing real-time data from various sources, reducing the risk of pursuing unprofitable ventures. - Understand Competitors: Gain insights into competitors' performance and strategies, allowing for the development of differentiated and competitive products. - Optimize Business Models: Learn from successful monetization strategies and revenue models to refine and enhance one's own business approach. - Make Informed Investment Decisions: Utilize multi-dimensional data to evaluate potential investments, improving success rates and minimizing risks. By integrating diverse data sources and providing real-time updates, Build Or Not empowers entrepreneurs and developers to make informed, data-driven decisions, significantly increasing the likelihood of startup success.

#### Who Is the Company Behind Build Or Not?

- **Seller:** [Build Or Not](https://www.g2.com/sellers/build-or-not)
- **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®

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

Bunkerhill Health offers an advanced AI platform designed to integrate seamlessly with Electronic Health Records (EHR) and clinical archives, providing patient-specific insights and automating follow-up actions across various clinical and operational workflows. This platform leverages generative AI, combining foundation models with FDA-cleared algorithms to analyze comprehensive patient data—including notes, labs, images, and codes—and initiate configurable actions such as messaging, order placements, registry feeds, and third-party workflow integrations. Key Features and Functionality: - EHR Integration: Provides a longitudinal patient view by integrating with existing EHR systems. - Generative AI Clinical Reasoning: Utilizes advanced AI to interpret and analyze patient records comprehensively. - Automated Detection of Actionable Findings: Identifies critical findings that require immediate attention. - Cohort Identification: Automates the identification of patient groups for clinical trials or those at risk of infections. - Prior Authorization Automation: Assembles and submits prior-authorization packets efficiently. - Registry File Management: Generates and schedules submissions for registry files. - Clinical Documentation Improvement: Offers suggestions to enhance case-mix accuracy and clinical documentation. - Decision Support: Provides level-of-care decision support using InterQual/MCG guidelines. - Referral Management: Facilitates AI-driven referral intake and triage processes. - Patient Outreach Automation: Automates patient communication through MyChart, SMS, email, and AI voice calls. - EHR Write-Back Actions: Enables writing back actions to EHR, including orders, notes, and tasks. - Scalable Analytics: Supports scalable cohort analytics and bulk queries. Primary Value and Solutions Provided: Bunkerhill Health's platform addresses several critical challenges in healthcare by: - Closing Care Gaps: Automates follow-up actions to ensure patients receive timely interventions. - Streamlining Prior Authorizations: Reduces administrative burdens by automating the prior-authorization process. - Enhancing Case-Mix Accuracy: Improves clinical documentation, leading to better resource allocation and reimbursement. - Accelerating Care Decisions: Provides timely insights and decision support, enabling faster and more informed clinical decisions. By integrating advanced AI capabilities into existing healthcare workflows, Bunkerhill Health empowers clinical and operational teams to enhance efficiency, improve patient outcomes, and reduce manual workload.

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

- **Seller:** [Bunkerhill Health](https://www.g2.com/sellers/bunkerhill-health)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0c521e9a0c119c809eb7c1e15163ad2533a30108c7829304b3271f5b540b54c2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbunkerhill-health&secure%5Burl_type%5D=linkedin_company_website)  
3,191 employees on LinkedIn®

### [Bvmax](https://www.g2.com/products/bvmax/reviews)

Bvmax is an advanced analytics platform designed to empower businesses with comprehensive data insights, enabling informed decision-making and strategic growth. By integrating seamlessly with existing systems, Bvmax offers a user-friendly interface that simplifies complex data analysis, making it accessible to users of all technical backgrounds. Key Features and Functionality: - Real-Time Data Processing: Bvmax processes data in real-time, providing up-to-date insights that reflect current business conditions. - Customizable Dashboards: Users can create personalized dashboards to visualize key performance indicators (KPIs) and metrics relevant to their specific needs. - Advanced Reporting Tools: The platform offers robust reporting capabilities, allowing for the generation of detailed reports that can be shared across teams. - Predictive Analytics: Bvmax utilizes machine learning algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Data Integration: It supports integration with various data sources, ensuring a comprehensive view of business operations. Primary Value and User Solutions: Bvmax addresses the challenge of data overload by providing a centralized platform where businesses can aggregate, analyze, and interpret their data efficiently. This leads to enhanced operational efficiency, improved strategic planning, and a competitive edge in the market. By transforming raw data into actionable insights, Bvmax empowers organizations to make data-driven decisions that drive success.

#### Who Is the Company Behind Bvmax?

- **Seller:** [BVM](https://www.g2.com/sellers/bvm-50089bf1-caed-475e-bcbf-e127ca09248b)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

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

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

Updated April 22, 2026

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

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

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

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

How DSML software differs from other tools

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

Insights from G2 Reviews on DSML software

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

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