# Best Data Science and Machine Learning Platforms - Page 51

## 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**

### Goose

Goose is a next-generation pet care operating system designed to boost customer satisfaction and revenue. We thoughtfully built our software from the ground up for multi-service facilities that offer boarding, daycare, and grooming and designed our system around the customer visit (instead of each service). This approach ensures a seamless front desk experience for every visit and gives you maximum flexibility to create compelling offers and upgrades for your customers. Whether you manage one location or one hundred, Goose increases the quality and value of pet care visits through advanced customer management features, activity dashboards, and revenue management tools. We also help pet care providers connect with pet parents by making each stay more convenient - that includes a modern online booking experience, communications, vaccination reminders, and lightning fast check-in and check-out. Plus, powerful reporting tools give you clear visibility into sales and operations, helping you stay in control of your business metrics.

[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=2026-08-13T04%3A03%3A49Z&secure%5Bdisplayable_resource_id%5D=407&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1336366&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1336366&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%3D51&secure%5Btoken%5D=b8b7a52fd990a170c997280a71e55594ff8175dc246d54891a2952979449fba8&secure%5Burl%5D=https%3A%2F%2Fwww.goose.pet%2Fdemo&secure%5Burl_type%5D=book_demo)

### [Polyvia](https://www.g2.com/products/polyvia/reviews)

Polyvia AI is a visual knowledge indexing platform designed to transform unstructured visual data—such as charts, tables, slides, and diagrams—into a structured, queryable knowledge graph. This enables developers and knowledge-work teams to access and reason over visual information at scale, facilitating accurate and audit-ready insights. Key Features: - Visual Logic Extraction (VLM-OCR): Utilizes advanced Visual Language Models to extract underlying visual logic from complex infographics, converting them into structured, machine-readable data points. - Connected Knowledge Graph: Disambiguates and tags facts with contextual information (e.g., company, quarter, source document) to create a unified knowledge graph, ensuring a single source of truth for high-confidence retrieval and analysis. - Cross-Document Agentic Reasoning: Enables agents to query and connect facts across tens of thousands of documents simultaneously, supporting complex analytical questions that require synthesizing information from multiple sources. - Audit-Ready Visual Citations: Provides full traceability by grounding every answer in the source material, with visual citations linking directly to the original document, page, section, and specific visual element. Primary Value: Polyvia AI addresses the challenge of accessing and reasoning over unstructured visual data by transforming scattered visual elements into a cohesive, queryable knowledge graph. This empowers multimodal agents and internal teams to perform accurate, verifiable, and sophisticated visual reasoning at an enterprise scale, enhancing data analysis and decision-making processes.

#### Who Is the Company Behind Polyvia?

- **Seller:** [Polyvia](https://www.g2.com/sellers/polyvia)
- **Year Founded:** 2026
- **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=f107a3e92017ac6c1259cb66ccb29f2d177c996f1dbfcfa795576116a7686d52&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpolyvia-ai&secure%5Burl_type%5D=linkedin_company_website)  
20 employees on LinkedIn®

### [PortfolioGPT](https://www.g2.com/products/portfoliogpt/reviews)

PortfolioGPT is an AI-driven platform designed to simplify the investment process by generating personalized portfolios tailored to individual preferences. By leveraging advanced algorithms, it assists users in creating intelligent investment strategies within seconds, eliminating the complexities associated with manual portfolio construction. This tool is particularly beneficial for both novice and experienced investors seeking efficient and customized investment solutions. Key Features and Functionality: - AI-Powered Portfolio Generation: Utilizes OpenAI’s advanced algorithms to automatically create investment portfolios based on user-defined parameters such as risk tolerance and investment amount. - Personalized Risk Profiling: Allows users to tailor portfolios to their specific risk preferences, offering strategies ranging from conservative to aggressive. - Instant Portfolio Suggestions: Provides optimized portfolio recommendations within seconds, aligning with users' financial goals and capital. - Simple User Input: Requires minimal input—investment amount, risk level, duration, and goal—enabling the AI to handle the rest of the process seamlessly. Primary Value and User Solutions: PortfolioGPT addresses common challenges faced by investors, such as emotional biases, lack of diversification, and insufficient market knowledge. By automating the portfolio creation process, it saves users significant time and effort, reducing the typical hours spent on research and decision-making. The platform's AI-driven approach ensures that investment strategies are data-driven and tailored to individual needs, thereby enhancing the potential for better financial outcomes.

#### Who Is the Company Behind PortfolioGPT?

- **Seller:** [PortfolioGPT](https://www.g2.com/sellers/portfoliogpt)
- **HQ Location:** Dublin, IE
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fab730169873b672ba77227af18fbd758ec5a9ac05eeec9a83c66e019ccfeaa3&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fportfoliogpt&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [PostEra](https://www.g2.com/products/postera/reviews)

PostEra is a biotechnology company leveraging machine learning to revolutionize medicinal chemistry and expedite the discovery of new medicines. Their proprietary AI platform, Proton, addresses the complexities of drug development by enhancing the design and synthesis of small molecules, thereby accelerating the path from concept to clinical trials. Key Features and Functionality: - Proton AI Platform: Utilizes advanced machine learning algorithms to optimize medicinal chemistry processes, improving the efficiency and accuracy of drug discovery. - Collaborative Partnerships: Engages in strategic alliances with leading biopharmaceutical companies, including Amgen and Pfizer, to co-develop innovative therapeutics. - COVID Moonshot Initiative: Spearheaded a global open-science project aimed at rapidly identifying antiviral compounds during the COVID-19 pandemic. Primary Value and User Solutions: PostEra's integration of AI into medicinal chemistry streamlines the drug discovery pipeline, reducing time and costs associated with bringing new treatments to market. By partnering with major pharmaceutical firms and leading open-science initiatives, PostEra enhances the development of effective therapies, ultimately benefiting patients through faster access to innovative medicines.

#### Who Is the Company Behind PostEra?

- **Seller:** [PostEra](https://www.g2.com/sellers/postera)
- **Year Founded:** 2019
- **HQ Location:** Boston, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f9e5991c7589384f15befbbe87f4606b8deec32d1d9041d8351df6f019f1c493&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpostera-ai&secure%5Burl_type%5D=linkedin_company_website)  
5,229 employees on LinkedIn®

### [Powerbiailens](https://www.g2.com/products/powerbiailens/reviews)

Powerbiailens is an AI-powered extension designed to enhance Microsoft Power BI by integrating advanced visual analytics capabilities. It enables users to create more insightful and interactive data visualizations, facilitating deeper data exploration and understanding. Key Features and Functionality: - Advanced Visual Analytics: Offers a suite of AI-driven tools to generate complex visualizations, uncovering hidden patterns and trends within datasets. - Seamless Integration: Easily integrates with existing Power BI environments, allowing users to enhance their reports without disrupting current workflows. - Interactive Dashboards: Provides dynamic and interactive dashboard elements, enabling users to drill down into data points for more detailed analysis. - Automated Insights: Utilizes machine learning algorithms to automatically generate insights, reducing the time required for manual data interpretation. Primary Value and User Solutions: Powerbiailens addresses the challenge of extracting meaningful insights from complex datasets by enhancing Power BI's visualization capabilities. It empowers users to create more engaging and informative reports, leading to better decision-making and a deeper understanding of their data.

#### Who Is the Company Behind Powerbiailens?

- **Seller:** [Power BI AI Lens](https://www.g2.com/sellers/power-bi-ai-lens)
- **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®

### [Powpow](https://www.g2.com/products/powpow/reviews)

Powpow is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, Powpow enables organizations to extract actionable insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface ensures that users, regardless of technical expertise, can harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation. - Advanced Analytics: Utilizes sophisticated algorithms to uncover patterns and trends within datasets. - Automated Reporting: Generates real-time reports and visualizations, facilitating informed decision-making. - Customizable Dashboards: Offers personalized dashboards tailored to specific business needs. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises. Primary Value and Solutions Provided: Powpow addresses the challenge of data overload by providing a streamlined platform that simplifies data analysis and interpretation. It empowers users to make data-driven decisions swiftly, reducing the time and resources spent on manual data processing. By automating routine tasks and offering deep insights, Powpow enhances operational efficiency, drives innovation, and fosters a competitive edge in the market.

#### Who Is the Company Behind Powpow?

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

### [Praxim](https://www.g2.com/products/praxim/reviews)

Praxim is an advanced AI-driven platform designed to streamline and enhance business operations through intelligent automation and data analysis. By leveraging cutting-edge machine learning algorithms, Praxim enables organizations to optimize workflows, improve decision-making processes, and drive overall efficiency. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and minimizing errors. - Data Analytics: Provides comprehensive insights through real-time data analysis, aiding in informed decision-making. - Customizable Workflows: Allows businesses to tailor processes to their specific needs, ensuring flexibility and scalability. - Integration Capabilities: Seamlessly integrates with existing systems and tools, facilitating a smooth transition and interoperability. - User-Friendly Interface: Offers an intuitive design that simplifies user interaction and enhances productivity. Primary Value and Solutions: Praxim addresses the challenges of operational inefficiencies and data management by offering a robust solution that automates routine tasks and delivers actionable insights. This empowers businesses to focus on strategic initiatives, reduce operational costs, and improve overall performance.

#### Who Is the Company Behind Praxim?

- **Seller:** [Praxim](https://www.g2.com/sellers/praxim)
- **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=73ae92d41009050406fbbfca44b1815ce7855e54d2495886f75e6dd5518854a8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpraxim%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [PrecogX](https://www.g2.com/products/precogx/reviews)

PrecogX is an advanced artificial intelligence platform designed to empower businesses with predictive analytics and data-driven decision-making capabilities. By leveraging cutting-edge machine learning algorithms, PrecogX enables organizations to anticipate market trends, optimize operations, and enhance customer experiences. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Predictive Analytics: Utilizes sophisticated machine learning models to forecast future trends and behaviors, allowing businesses to make proactive decisions. - Data Integration: Aggregates data from multiple sources, providing a comprehensive view of business operations and customer interactions. - Customizable Dashboards: Offers user-friendly dashboards that can be tailored to display key performance indicators and metrics relevant to specific business needs. - Automated Reporting: Generates detailed reports automatically, saving time and ensuring consistency in data analysis. - Scalability: Designed to handle large datasets and scale with the growth of the business, ensuring performance remains optimal as data volume increases. Primary Value and Solutions Provided: PrecogX addresses the challenge of transforming vast amounts of raw data into actionable insights. By providing predictive analytics and real-time data processing, it enables businesses to identify opportunities, mitigate risks, and improve operational efficiency. This leads to informed strategic planning, enhanced customer satisfaction, and a competitive edge in the market.

#### Who Is the Company Behind PrecogX?

- **Seller:** [PrecogX](https://www.g2.com/sellers/precogx)
- **Year Founded:** 2025
- **HQ Location:** Santa Clara, US
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4ff3d727f5cd530ac8997cffc33c886e5729eb51a6e57fc13da57f87df4cf5a1&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fprecogx&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Predict Expert AI](https://www.g2.com/products/predict-expert-ai/reviews)

Predict Expert AI is at the forefront of integrating artificial intelligence into business operations, offering bespoke AI models and applications tailored to diverse industry needs. By embedding advanced AI capabilities into existing systems, the company enhances operational efficiency, streamlines processes, and drives profitability. Their solutions are designed to provide real-time insights, transforming businesses into smarter, more agile entities. Key Features and Functionality: - Custom AI Model Development: Crafting specialized AI models, including predictive analytics, recommendation systems, and image recognition, to meet specific business requirements. - AI-Powered Applications: Developing sophisticated web and mobile applications infused with AI, such as e-commerce platforms with intelligent product recommendations and expense trackers with automated categorization. - AI Chatbots: Building AI-driven chatbots for customer service, lead generation, and FAQ handling, ensuring 24/7 client engagement. - Automation Workflows: Automating repetitive tasks through AI-based workflows, including data entry, report generation, and customer outreach, to boost productivity. - Forecast Models: Creating intelligent forecasting models that predict future trends based on historical data, applicable in finance, sales, and inventory management. - System Integrations: Seamlessly integrating AI capabilities into existing tech infrastructures like CRM and ERP systems to enhance functionality. - Custom Software Development: Delivering tailor-made software solutions across web, mobile, and desktop platforms to address unique business challenges. - IT Consulting Services: Providing comprehensive IT assistance, from infrastructure planning to project management, guiding businesses through technological landscapes. - Cloud Computing Solutions: Offering cloud services to enhance scalability, efficiency, and cost-effectiveness for businesses of all sizes. - Cybersecurity Services: Implementing robust security measures, including network security and data encryption, to protect businesses from cyber threats. - Managed IT Services: Overseeing IT infrastructure management, allowing businesses to focus on core operations. - Software Testing and QA: Ensuring software reliability through extensive testing and quality assurance processes. Primary Value and Solutions Provided: Predict Expert AI empowers businesses to harness the transformative power of artificial intelligence, addressing challenges such as operational inefficiencies, data management complexities, and the need for predictive insights. By delivering customized AI solutions and integrating them seamlessly into existing systems, the company enables organizations to make informed decisions, automate routine tasks, and enhance customer engagement. This strategic adoption of AI not only streamlines operations but also drives innovation and competitive advantage in the marketplace.

#### Who Is the Company Behind Predict Expert AI?

- **Seller:** [Predict Expert AI](https://www.g2.com/sellers/predict-expert-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=138bce534c0656622a4e14ffae6e5f4fea45d61d78f4a0624ee8dc9754f47729&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpredict-expert-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

### [Prediction Guard](https://www.g2.com/products/prediction-guard/reviews)

Prediction Guard enables security-sensitive teams to deploy, operate, and govern generative AI without compromising data control or compliance. The platform is built for true private deployment — on-prem, air-gapped, hybrid, or cloud — and supports bring-your-own-model workflows so teams can run preferred open models behind their firewall. Security and governance are applied directly in the inference pipeline: Prediction Guard performs pre-model PII detection & anonymization, prompt-injection scoring and blocking, and post-model output validation to reduce leakage and hallucination risk. Admins get tamper-resistant audit logs, configurable policy rules, real-time alerts, and developer-friendly APIs and SDKs for MLOps integration. Prediction Guard is purpose-built for regulated industries (finance, healthcare, legal) and platform teams that need to scale private AI with operational controls and auditability.

#### Who Is the Company Behind Prediction Guard?

- **Seller:** [Prediction Guard](https://www.g2.com/sellers/prediction-guard)
- **HQ Location:** Lafayette, Indiana
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=73ad9fbdc260f58933c4d8884313d273469cdc5af80fa1941216a33bb8f22002&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprediction-guard%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [Predict Now AI](https://www.g2.com/products/predict-now-ai/reviews)

PredictNow.ai is a financial machine learning platform designed to enhance human decision-making in trading and asset management through its "Corrective AI" approach. By integrating advanced machine learning algorithms with existing trading strategies, it enables hedge funds and financial institutions to accurately forecast the probability of profitable trades, thereby optimizing portfolio performance without replacing human expertise. Key Features and Functionality: - Pre-Engineered Financial Features: Offers a suite of tailored input features specifically designed for the financial sector, enhancing error prediction and decision-making accuracy. - Conditional Portfolio Optimization (CPO): Utilizes a proprietary algorithm that dynamically adjusts asset allocations and trading parameters in response to current market conditions, optimizing portfolio performance. - No-Code Interface and API Integration: Provides an intuitive, no-code user interface along with API access, allowing seamless integration with existing systems and enabling users to apply machine learning predictions without prior programming knowledge. Primary Value and User Solutions: PredictNow.ai empowers hedge funds and financial institutions to refine their trading strategies by accurately predicting the profitability of trades. By leveraging big data and machine learning, it enhances decision-making processes, leading to improved risk management and strategic capital deployment. The platform's Corrective AI approach ensures that human expertise remains central, augmenting it with data-driven insights to drive greater financial success.

#### Who Is the Company Behind Predict Now AI?

- **Seller:** [Predictnow](https://www.g2.com/sellers/predictnow)
- **HQ Location:** Niagara-on-the-Lake, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=edd4528c978c0de61a521b1d322ff8e12fc21d84c854f505c746cd04d12f99af&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpredictnow-ai&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

### [PredxBio](https://www.g2.com/products/predxbio/reviews)

PredxBio is an AI-driven, tissue-based biomarker company that leverages spatial analytics and artificial intelligence to transform tumor biopsy images into predictive biomarkers. These biomarkers enhance oncology drug discovery, translational research, and clinical development. By integrating deep spatial analytics, microdomain biology, and tissue-based multi-omics, PredxBio delivers actionable insights that help pharmaceutical partners uncover mechanisms of response and resistance, guiding biomarker-driven clinical trial design. Their end-to-end platform supports tissue quality control, advanced spatial analysis, biomarker discovery, and translational deployment, making complex tumor biology accessible, interpretable, and ready for real-world clinical impact. Key Features and Functionality: - SpaceIQ™ Platform: PredxBio's decision-intelligence platform transforms complex tissue and multi-omic spatial data into trusted, explainable insights that guide drug development from early discovery through clinical programs and portfolio strategy. - Discovery & Mechanism Intelligence: Reveals response-defining tissue biology to inform target selection and mechanism-of-action hypotheses by uncovering biologically meaningful spatial patterns across cells, neighborhoods, and tissue architecture that traditional analyses may overlook. - Translational & Clinical Readiness: Defines predictive, explainable tissue-based biomarkers and stratifies patient populations based on tissue-level biology linked to therapeutic response, enabling discovery insights to translate into biomarker strategies and hypothesis-driven trial design. - Trial & Program-Scale Decision Support: Applies consistent, reproducible tissue intelligence across studies to guide trial strategy, refine inclusion criteria, support clearer go/no-go decisions, and enable learning to compound across programs and portfolios over time. Primary Value and Problem Solved: PredxBio addresses the challenge of translating complex tissue data into actionable insights for drug development. By identifying response-defining tissue patterns across spatial multi-omic data, the company enables earlier go/no-go decisions, stronger biomarker strategies, and more efficient clinical development. This approach helps pharmaceutical partners reveal mechanisms of response and resistance, guiding biomarker-driven clinical trial design and ultimately improving patient outcomes in oncology.

#### Who Is the Company Behind PredxBio?

- **Seller:** [PredxBio](https://www.g2.com/sellers/predxbio)
- **HQ Location:** Pittsburgh, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=21cc4240b21b3f39fc425e08a5b9595118b75c244f4e8205bad2278cec716890&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F33271742&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

### [Predyct](https://www.g2.com/products/predyct/reviews)

Predyct specializes in delivering intelligence for industrial infrastructure through a scalable, wireless, and easy-to-install nano-engineered sensor network. This innovative system continuously monitors critical industrial assets and, when combined with a data-centric AI platform, provides actionable insights that lead to significant cost savings and promote sustainable operations across sectors such as renewable energy, oil & gas, petrochemical, utilities, and mining. Key Features and Functionality: - Nano-Engineered Sensors: These proprietary sensors continuously record asset conditions via permanent physical changes without requiring power, ensuring maintenance-free operation. - Wireless Data Transmission: The system employs low-power wireless data transmission to mobile devices or fixed gateways, facilitating remote monitoring without complex wiring. - Data-Centric AI Platform: Predyct's cloud-based platform utilizes high-fidelity hybrid analytics, combining physics-based models with machine learning to create operational digital twins. - Predictive Insights: The platform supports early anomaly detection, proactive planning, performance optimization, compliance monitoring, life extension, and sustainability initiatives. - Scalable Deployment: Designed for large-scale implementation, the system can be configured to meet specific application requirements, making it suitable for various industrial environments. Primary Value and Problem Solved: Predyct addresses the challenges of unplanned downtime, safety risks, and increased operational costs associated with asset degradation due to factors like cracking, fatigue, corrosion, and erosion. Traditional monitoring methods are often labor-intensive, costly, and provide limited data, hindering proactive maintenance and efficient operations. Predyct's solution offers a maintenance-free, easy-to-install monitoring system that delivers proactive insights, enabling industries to enhance uptime, reduce costs, and minimize emissions, thereby promoting more efficient and sustainable operations.

#### Who Is the Company Behind Predyct?

- **Seller:** [Predyct](https://www.g2.com/sellers/predyct)
- **HQ Location:** Houston, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=76b101840347dd52e3928e5cbb8c3e75d9a02b980098acd5023d3b9cac499ce4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpredyctio%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [PrescientIQ](https://www.g2.com/products/prescientiq/reviews)

PrescientIQ™ is the autonomous execution platform by MatrixLabX that replaces fragmented MarTech stacks with pre-trained AI agents — executing revenue, compliance, and operational workflows 24/7 without human prompting. The platform uses a four-stage Sense → Decide → Act → Learn loop powered by Anthropic Claude and Google Vertex AI, achieving 4× higher goal completion than AI copilot tools. Certified SOC 2 Type II, GDPR, and HIPAA compliant, PrescientIQ™ deploys in 5–15 business days with all processing contained within the Google Cloud perimeter.

#### Who Is the Company Behind PrescientIQ?

- **Seller:** [PrescientIQ](https://www.g2.com/sellers/prescientiq)
- **Year Founded:** 2024
- **HQ Location:** Colchester, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a94d8e22e800a9e34eee4dd32bf840162f1d39ad262636138a08efb8f2d7059b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprescientiq&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Prevision](https://www.g2.com/products/prevision/reviews)

Prevision.io develops a full automated Machine Learning Plateform that increase productivity in datascience projects , reduce time to market to delivers accurate predictive models and put them in production, and delivers a full palet of explainability to understand the decisions of the models. The solution very easy to use does not need any knowledge of data modelisation, the Artificial Intelligence of the plateform build without humans all the predictive models with great accuracy. Business Analyst can use the product in self service mode without any datascientists. Datascientists can boost their productivity by using automation on data modeling, reducing production steps, and launch many test signal of their upstream datas to understand if the sourcing they have produces signal or not. Application developers can built themselves strong predictive models for all kind of their use.

#### Who Is the Company Behind Prevision?

- **Seller:** [Prevision.io](https://www.g2.com/sellers/prevision-io)
- **Year Founded:** 2016
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=780daa39ffeeaabf773229bd68fa85ed2c2f3f65a84c14a3ce1d662ed3882a91&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprevision.io&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Prior Labs TabPFN](https://www.g2.com/products/prior-labs-tabpfn/reviews)

We build tabular foundation models that supercharge data science teams working with spreadsheets and databases.

#### Who Is the Company Behind Prior Labs TabPFN?

- **Seller:** [Prior Labs](https://www.g2.com/sellers/prior-labs)
- **Year Founded:** 2024
- **HQ Location:** Freiburg / Berlin, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7d7217e826bbb6ce1da7ba1fc57275015fef924bcd3fea6262dbe0c41eed1677&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprior-labs&secure%5Burl_type%5D=linkedin_company_website)  
19 employees on LinkedIn®

- [‹ Prev‹ Prev](/categories/data-science-and-machine-learning-platforms?hsCtaTracking=e3fe859b-0d36-4cf8-85cf-2151a5747412%7C295512f9-dcaa-4c6c-947b-dcb8ceb611e3&order=g2_score&page=50#product-list)
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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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