# Best Data Science and Machine Learning Platforms - Page 12

## 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**

### Cloudera

Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.

[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=2026-08-13T00%3A12%3A13Z&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=1886&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%3D12&secure%5Btoken%5D=144c5e3a21749cf12e760eeaf6176ae86b06f5d6ebbebcbd5762fdfaa49e1dc0&secure%5Burl%5D=https%3A%2F%2Fwww.cloudera.com%2Fproducts%2Fcloudera-data-platform%2Fcdp-demos.html%3Finternal_link%3Dp18%23get-started&secure%5Burl_type%5D=custom_url)

### [UbiOps](https://www.g2.com/products/ubiops/reviews)

If you are a data scientist or engineer, at some point you want to bring your algorithm to production. And that means installing libraries, managing dependencies, deploying your scrips and models, versioning, serving, and running out of compute. Let’s be honest: deployment is hard. The tools we use are not as helpful as they could be, because they are not designed for our specific needs. And we lose ourselves in time-consuming model deployments and infrastructure management. That is not what we are meant for. We want to make sure that our time is best spent where we are needed, developing algorithms and code to create impact. That’s why we’re building UbiOps.

**Average Rating:** 4.7/5.0

**Total Reviews:** 5

#### Who Is the Company Behind UbiOps?

- **Seller:** [UbiOps](https://www.g2.com/sellers/ubiops)
- **Year Founded:** 2020
- **HQ Location:** The Hague, NL
- **Twitter:** @UbiOps\_  
109 Twitter followers
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d461027edb7469f50c506ac7d5c6bc95145d3c20bc236f8716c00edb0ca3e41f&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fubiops&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 60% Medium, 40% Small

#### What Are Recent G2 Reviews of UbiOps?

**["UbiOps - Makes Machine Learning Models Scalable"](https://www.g2.com/survey_responses/ubiops-review-6608586)**

**Rating:** 4.5/5.0 stars

_— Priyanshu K._

[Read full review](https://www.g2.com/survey_responses/ubiops-review-6608586)

**["Highly Recommend"](https://www.g2.com/survey_responses/ubiops-review-6771317)**

**Rating:** 5.0/5.0 stars

_— Abhyuday T._

[Read full review](https://www.g2.com/survey_responses/ubiops-review-6771317)

#### What Are G2 Users Discussing About UbiOps?

- [What is UbiOps used for?](https://www.g2.com/discussions/what-is-ubiops-used-for)

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

Venice AI is an advanced artificial intelligence platform designed to streamline and enhance data analysis processes for businesses and researchers. By leveraging cutting-edge machine learning algorithms, Venice AI 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 integration into existing workflows. Key Features and Functionality: - Automated Data Processing: Venice AI automates the cleaning, organizing, and preprocessing 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 insights in real-time, enhancing comprehension and reporting. - Scalability: Venice AI is designed to handle large-scale datasets, ensuring performance remains optimal as data volume grows. - Integration Capabilities: The platform seamlessly integrates with various data sources and third-party applications, facilitating a cohesive data ecosystem. Primary Value and Problem Solved: Venice AI addresses the challenge of efficiently analyzing vast and complex datasets, which can be time-consuming and prone to human error. By automating data processing and providing advanced analytical tools, the platform empowers users to derive actionable insights quickly and accurately. This capability enhances operational efficiency, supports data-driven decision-making, and ultimately drives business growth and innovation.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

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

- **Seller:** [Venice AI](https://www.g2.com/sellers/venice-ai)
- **Year Founded:** 2024
- **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=e0fa97e4258d1aa8d57fbb2e2404843d33d5145f41b9033953640614bc38c9fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fvenice-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Venice AI?

**["Striking, Highly Detailed Images from Prompts"](https://www.g2.com/survey_responses/venice-ai-review-12399158)**

**Rating:** 5.0/5.0 stars

_— Verified User in Writing and Editing_

[Read full review](https://www.g2.com/survey_responses/venice-ai-review-12399158)

### [Zerve](https://www.g2.com/products/zerve/reviews)

Zerve is the agentic data workspace designed for anyone who works with data, from solo analysts, data scientists and business users alike. Zerve brings together exploration, advanced analysis, collaboration, and production deployment into a single AI-native environment, so that important data work doesn’t stall, break, or disappear. Zerve is used by data professionals in companies such as BBC, QVC, Dun & Bradstreet, Airbus, Canal+, S&P Global, and many others. Zerve makes advanced data work accessible, durable, and deployable from day one, starting with the messy, real-world data most projects begin with. At the heart of Zerve is a new way for humans and AI agents to work together. Zerve’s AI agents understand the full context of a project and actively help plan, build, debug, and iterate across multi-step analyses. Agents can assist with tasks like cleaning and transforming data, identifying issues, and testing approaches, reducing the manual effort that slows teams down. This means working at a higher level of abstraction without being slowed by setup or syntax. With Zerve, you always have an expert data scientist at your side, guiding decisions, suggesting next steps, and taking action. Zerve also supports real-time human collaboration in the same shared environment, making it easy for individuals, teams, and business stakeholders to work from the same context without translation layers or hand-offs. Unlike traditional data notebooks, workflows in Zerve are reproducible and stable even as they become more complex. Users can work across Python, SQL, and R in a single workspace, connect directly to databases, data lakes, and warehouses, and integrate with Git for version control. The built-in distributed computing engine powers massively parallel execution for large-scale analysis, simulations, and AI workloads, with multi-agent orchestration coordinating complex pipelines behind the scenes. Zerve can be used as SaaS, self-hosted, or even on-premise for highly regulated environments. The result is simple but powerful: every analysis built in Zerve can be deployed instantly as an app, API, or scheduled job, ensuring that data work reaches real users, systems, and decisions.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Zerve?

- **Seller:** [Zerve AI](https://www.g2.com/sellers/zerve-ai)
- **Year Founded:** 2023
- **HQ Location:** Cahir, IE
- **Twitter:** @Zerve\_AI  
311 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=709321db5aedd433c3e11051ddbff075ea3dff1d7d19b6db08531d19c06ef8c4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzerve-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
19 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of Zerve?

**["Great team and great product"](https://www.g2.com/survey_responses/zerve-review-9497859)**

**Rating:** 5.0/5.0 stars

_— Bobby N._

[Read full review](https://www.g2.com/survey_responses/zerve-review-9497859)

### [2501 AI](https://www.g2.com/products/2501-ai/reviews)

2501 AI is an innovative platform that leverages advanced artificial intelligence to transform the way businesses analyze and interpret data. By integrating cutting-edge machine learning algorithms, it enables organizations to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. Key Features and Functionality: - Advanced Data Analysis: Utilizes sophisticated AI models to process and analyze large volumes of data efficiently. - Predictive Analytics: Offers tools to forecast trends and outcomes, aiding in proactive business strategies. - Customizable Dashboards: Provides user-friendly interfaces that can be tailored to display relevant metrics and insights. - Automated Reporting: Generates comprehensive reports automatically, saving time and reducing human error. - Scalability: Designed to handle data needs of businesses of all sizes, from startups to large enterprises. Primary Value and Solutions: 2501 AI addresses the challenge of data overload by offering a streamlined solution for data analysis and interpretation. It empowers users to uncover hidden patterns and correlations within their data, leading to more accurate predictions and better business outcomes. By automating routine analytical tasks, it allows teams to focus on strategic initiatives, thereby enhancing productivity and competitive advantage.

#### Who Is the Company Behind 2501 AI?

- **Seller:** [2501 AI](https://www.g2.com/sellers/2501-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=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®

### [4ParadigmSage](https://www.g2.com/products/4paradigmsage/reviews)

4Paradigm is an emerging global leader in enterprise-grade AI, including both platform and applications.

#### Who Is the Company Behind 4ParadigmSage?

- **Seller:** [4Paradigm](https://www.g2.com/sellers/4paradigm)
- **Year Founded:** 2014
- **HQ Location:** Beijing, CN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cb24ce1e7d053317367b9542d8f06448481528ba2b6bb2e4c83fdcc5b469210d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F4paradigm%2F&secure%5Burl_type%5D=linkedin_company_website)  
301 employees on LinkedIn®

### [7Assets](https://www.g2.com/products/7assets/reviews)

7Assets is an innovative digital wealth management platform designed to simplify and automate the tracking and organization of your financial assets. By consolidating various asset classes—including daily expenses, investments, real estate, cryptocurrencies, and collectibles—into a single, user-friendly interface, 7Assets provides a comprehensive overview of your financial health. Leveraging artificial intelligence, the platform offers real-time insights and personalized recommendations, enabling informed decision-making and efficient financial management. Key Features and Functionality: - Comprehensive Asset Integration: Connect and manage diverse asset types such as stocks, real estate, cryptocurrencies, precious metals, and alternative investments like art and collectibles, all within one platform. - Automated Data Processing: Utilize AI-driven tools to automatically capture, categorize, and analyze financial transactions, reducing manual input and minimizing errors. - Real-Time Dashboards: Access intuitive dashboards that provide up-to-date visualizations of your financial status, including cash flow analyses and net worth assessments. - Secure Data Management: Benefit from advanced encryption technologies and regular security audits to ensure the protection and confidentiality of your financial information. - User-Friendly Interface: Navigate through a clean and intuitive design that simplifies complex financial data, making wealth management accessible to users of all experience levels. Primary Value and Solutions Provided: 7Assets addresses the common challenges of fragmented financial information and time-consuming manual tracking by offering a centralized, automated solution. It empowers users to gain a holistic view of their financial landscape, identify opportunities for growth, and make data-driven decisions with confidence. By streamlining asset management processes and providing actionable insights, 7Assets helps users save time, reduce administrative burdens, and achieve greater financial clarity and control.

#### Who Is the Company Behind 7Assets?

- **Seller:** [7Assets](https://www.g2.com/sellers/7assets)
- **Year Founded:** 2021
- **HQ Location:** Mannheim, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=809d0ea780143fe404b5e426487cabfc32ac0df94f5bed2a62d437f3e314c7a1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F7assets&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

### [Abeja](https://www.g2.com/products/abeja/reviews)

Provide various solutions such as commodities classification, maintenance support efficiency, behavior analysis of adept workers, and more.

#### Who Is the Company Behind Abeja?

- **Seller:** [Abeja](https://www.g2.com/sellers/abeja)
- **Year Founded:** 2012
- **HQ Location:** Minato-ku, JP
- **Twitter:** @ABEJA\_Inc  
3,053 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3c86ed12da1b03f5a95a46fd78d21125e86948c8127d8ea66e80be0201732ec8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fabeja-inc.%2F&secure%5Burl_type%5D=linkedin_company_website)  
106 employees on LinkedIn®

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

Above Data provides AI-ready data solutions that address the core challenges of transforming chaotic consumer data into useable metadata. Our platform leverages LLMs and proprietary algorithms to transform fragmented attributes and metadata describing consumer actions into applicable knowledge. We offer comprehensive data transformation and interoperability services, ensuring accuracy, compliance, and scalability. Unlike generalized AI platforms, Above Data brings deep domain expertise in consumer data, understanding the nuances of various industries, including AdTech/MarTech, Retail, CPG, and Finance. This expertise, combined with robust training data, enables us to deliver tailored solutions that address specific business needs. Our solutions seamlessly integrate with existing data infrastructure, including platforms like Snowflake, Databricks, and LiveRamp. By acting as the "connective tissue" for data, Above Data empowers businesses to unlock the full potential of AI, driving revenue growth, improving customer experiences, and gaining a competitive edge.

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

- **Seller:** [Above Data](https://www.g2.com/sellers/above-data)
- **Year Founded:** 2020
- **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=a153235fff7ea58a6d70c16f8027a4ddfab9f78534de894ce20f236a96f3d657&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fabove-data&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

### [Ac](https://www.g2.com/products/ac/reviews)

Ac is a software tool designed to enhance the efficiency and accuracy of computational tasks in various scientific and engineering domains. It offers a robust platform for automating complex calculations, data analysis, and modeling processes, thereby reducing manual effort and minimizing errors. Ac's intuitive interface and powerful algorithms enable users to handle large datasets and perform intricate simulations with ease. Key Features and Functionality: - Automated Computation: Streamlines complex calculations, saving time and reducing human error. - Data Analysis Tools: Provides advanced tools for analyzing and visualizing large datasets. - Modeling Capabilities: Supports the creation and simulation of detailed models for various applications. - User-Friendly Interface: Offers an intuitive design that simplifies navigation and operation. - Scalability: Handles tasks ranging from small-scale computations to large-scale simulations. Primary Value and User Solutions: Ac addresses the need for efficient and accurate computational tools in scientific and engineering fields. By automating complex processes and providing advanced analysis capabilities, it enables researchers and professionals to focus on innovation and problem-solving rather than manual calculations. This leads to increased productivity, more reliable results, and the ability to tackle more complex projects with confidence.

#### Who Is the Company Behind Ac?

- **Seller:** [MAGNeT by Meta](https://www.g2.com/sellers/magnet-by-meta)
- **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®

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

Acctos AI is an advanced artificial intelligence platform designed to revolutionize financial management for businesses of all sizes. By leveraging cutting-edge machine learning algorithms, it automates complex accounting tasks, enhances data accuracy, and provides real-time financial insights. This enables organizations to make informed decisions swiftly and efficiently. Key features and functionalities of Acctos AI include: - Automated Bookkeeping: Streamlines the recording of financial transactions, reducing manual errors and saving time. - Real-Time Financial Reporting: Offers up-to-date financial statements and reports, ensuring businesses have immediate access to their financial health. - Predictive Analytics: Utilizes historical data to forecast future financial trends, aiding in strategic planning and budgeting. - Compliance Monitoring: Ensures adherence to financial regulations and standards, minimizing the risk of non-compliance penalties. - Integration Capabilities: Seamlessly connects with existing financial software and systems, facilitating a smooth transition and unified workflow. The primary value of Acctos AI lies in its ability to simplify and enhance financial management processes. By automating routine tasks and providing actionable insights, it empowers businesses to focus on growth and innovation. This solution addresses common challenges such as time-consuming manual bookkeeping, data inaccuracies, and the need for timely financial information, ultimately leading to improved operational efficiency and informed decision-making.

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

- **Seller:** [Acctos AI](https://www.g2.com/sellers/acctos-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=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®

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

Accumin Intelligence is a provider of data intelligence solutions, specializing in transforming complex real estate data into actionable insights. By integrating cutting-edge technology with extensive expertise, Accumin empowers clients to make informed decisions in an ever-evolving market landscape. Their services are designed to cater to the needs of over 8,000 clients across 14 countries, ensuring precision and clarity in strategic planning. Key Features and Functionality: - Automated Valuation and Reinstatement Models (AVM & RVM): Provide accurate property valuations using advanced algorithms. - Portfolio Monitoring Tools: Enable real-time tracking and analysis of real estate assets. - Data-as-a-Service (DaaS): Offer access to comprehensive and curated real estate datasets. - Digital Solutions for Consumers: Deliver user-friendly platforms for property insights and analytics. - Data Quality and Geolocation: Ensure high-quality data through validation and precise geolocation services. - Sustainability Intelligence: Provide insights into environmental, social, and governance (ESG) factors affecting real estate. Primary Value and User Solutions: Accumin Intelligence addresses the challenges of data complexity in the real estate sector by offering tailored insights derived from curated datasets. Their solutions support clients in making smarter, more informed decisions, thereby gaining a competitive edge. With a client renewal rate exceeding 95% and a presence in 14 markets, Accumin's commitment to excellence and adaptability ensures that clients receive data solutions aligned with their specific goals.

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

- **Seller:** [Accumin Intelligence](https://www.g2.com/sellers/accumin-intelligence)
- **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=14e6b0d29b042009c29bfd4c76bf0d91365ce393c2bf13fc401267a51d7ad1c8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faccumin-group&secure%5Burl_type%5D=linkedin_company_website)  
1,966 employees on LinkedIn®

### [ActFlux](https://www.g2.com/products/actflux/reviews)

ActFlux is an advanced data analytics platform designed to empower businesses with real-time insights and predictive analytics. By leveraging cutting-edge machine learning algorithms, ActFlux enables organizations to process vast amounts of data efficiently, uncovering patterns and trends that drive informed decision-making. Its intuitive interface and customizable dashboards allow users to visualize complex data sets, facilitating a deeper understanding of business performance and market dynamics. Key Features and Functionality: - Real-Time Data Processing: ActFlux processes data streams in real-time, ensuring timely insights and responsiveness to changing conditions. - Predictive Analytics: Utilizing sophisticated machine learning models, the platform forecasts future trends and outcomes, aiding in strategic planning. - Customizable Dashboards: Users can tailor dashboards to display relevant metrics and visualizations, enhancing data accessibility and comprehension. - Data Integration: ActFlux seamlessly integrates with various data sources, including databases, cloud services, and APIs, providing a unified view of information. - Scalability: Designed to handle large-scale data operations, ActFlux scales with business growth, maintaining performance and reliability. Primary Value and Solutions: ActFlux addresses the challenge of managing and interpreting large volumes of data by providing a streamlined, user-friendly platform for real-time analytics. It empowers businesses to make data-driven decisions, optimize operations, and identify new opportunities. By offering predictive insights, ActFlux helps organizations anticipate market changes and customer needs, leading to improved efficiency, competitiveness, and profitability.

#### Who Is the Company Behind ActFlux?

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

### [Actify Data Labs](https://www.g2.com/products/actify-data-labs/reviews)

Actify Data Labs is an AI (Augmented Intelligence) company that delivers rapid business impact using data science and data engineering capabilities. For humans to benefit from Machine Learning and Artificial Intelligence, it is extremely important that the solutions address the nuances of how humans will use them in real-life business. Many machine learning and big data initiatives fail because such nuances are not properly addressed while developing the solutions. Augmented Intelligence makes machine learning useful and accessible to everyone by making it more human.

#### Who Is the Company Behind Actify Data Labs?

- **Seller:** [Actify Data Labs](https://www.g2.com/sellers/actify-data-labs)
- **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®

### [Ada by BoostKPI](https://www.g2.com/products/ada-by-boostkpi/reviews)

Ada by BoostKPI is an AI-powered data analyst designed to transform how organizations interpret and utilize their data. By enabling users to interact with complex datasets through natural language queries, Ada democratizes data analysis, making it accessible to both technical and non-technical users. This tool automates intricate data tasks, providing deeper insights swiftly and cost-effectively, thereby enhancing decision-making processes and driving business growth. Key Features and Functionality: - Natural Language Interaction: Users can pose questions in plain language, and Ada comprehends the context to deliver accurate and relevant answers. - Intelligent Workspaces: Create customized data environments with tailored tables, views, and queries to meet specific user needs, facilitating a personalized analysis experience. - Automated Root-Cause Analysis: Ada autonomously examines data to identify underlying factors affecting key performance indicators (KPIs), enabling users to understand the drivers behind data changes. - Granular Alerts: The system provides precise notifications on significant metric changes, ensuring timely awareness of critical business developments. - Seamless Data Integration: Ada integrates effortlessly with major cloud data warehouses like Google BigQuery, Amazon RedShift, Snowflake, and Databricks, as well as SQL databases such as Postgres, MySQL, and ClickHouse, without data duplication, maintaining strict governance and privacy standards. Primary Value and Problem Solved: Ada addresses the challenge of complex data analysis by providing an intuitive, AI-driven solution that simplifies the process. It empowers organizations to uncover hidden patterns and root causes within vast datasets without the need for extensive technical expertise. By automating routine analytical tasks, Ada reduces the reliance on human analysts, offering a cost-effective alternative that operates continuously. This leads to faster, more informed decision-making, enhanced operational efficiency, and a competitive edge in the market.

#### Who Is the Company Behind Ada by BoostKPI?

- **Seller:** [BoostKPI](https://www.g2.com/sellers/boostkpi)
- **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=63264bfbbf268db1f7f90de0d5c0ed9677a76a78b042006def92a39955250d15&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fboostkpi%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Adamatics](https://www.g2.com/products/adamatics/reviews)

Adamatics is a collaborative data science and AI platform designed to unify data sources, tools, and teams within an organization. It addresses the challenges of siloed data and fragmented tools by providing a single environment for analysts, data scientists, engineers, and business users to collaborate effectively. The platform enables rapid experimentation and deployment, allowing teams to move from prototype to production quickly while maintaining control over data access and governance. Adamatics aims to enhance analytics efforts and drive real business outcomes through improved collaboration and integration.

#### Who Is the Company Behind Adamatics?

- **Seller:** [Adamatics](https://www.g2.com/sellers/adamatics)
- **Year Founded:** 2018
- **HQ Location:** København Ø, DK
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b77b0550c2c1460ee8c80c4df24d66001ef2f17a398c9f8d37f836b59a83cb03&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fadamatics%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

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Spotlight Categories

[Webinar Platforms](https://www.g2.com/categories/webinar)

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[Background Check Software](https://www.g2.com/categories/background-check)

[Conversation Intelligence Software](https://www.g2.com/categories/conversation-intelligence)

[VoIP Providers](https://www.g2.com/categories/voip)

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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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