# Best Data Science and Machine Learning Platforms - Page 33

## 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=162504&focus%5B%5D=1308796&focus%5B%5D=142374)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, Hex, IBM watsonx.data, and Deepnote.

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=hex-tech-hex&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=deepnote)

**Sponsored**

### Gemini Enterprise Agent Platform

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

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=692&secure%5Bchosen_at%5D=2026-08-06T18%3A02%3A33Z&secure%5Bdisplayable_resource_id%5D=692&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=692&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=21469&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3Fpage%3D33%26trk%3Darticle-ssr-frontend-pulse_x-social-details_comments-action_comment-text&secure%5Btoken%5D=135cefdc41077b9896de41320240ef0035e58f5362b1a4a370e793071b180faf&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fproducts%2Fgemini-enterprise-agent-platform%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-geap%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [Grrow](https://www.g2.com/products/grrow/reviews)

Grrow is an AI-driven platform designed to enhance business growth by providing intelligent insights and automation tools. It leverages advanced machine learning algorithms to analyze market trends, customer behavior, and operational data, enabling businesses to make informed decisions and optimize their strategies. Key Features and Functionality: - Data Analysis: Processes large datasets to uncover patterns and insights. - Predictive Analytics: Forecasts future trends and customer needs. - Automation Tools: Streamlines repetitive tasks to improve efficiency. - Customizable Dashboards: Provides real-time metrics and reports tailored to business needs. - Integration Capabilities: Seamlessly connects with existing business systems and tools. Primary Value and Solutions: Grrow empowers businesses to make data-driven decisions, enhancing operational efficiency and customer engagement. By automating routine processes and providing predictive insights, it helps organizations stay competitive and responsive to market changes. The platform's integration capabilities ensure a smooth adoption process, allowing businesses to leverage their existing infrastructure while benefiting from advanced AI functionalities.

#### Who Is the Company Behind Grrow?

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

### [G-Way AI](https://www.g2.com/products/g-way-ai/reviews)

G-Way AI is an advanced artificial intelligence platform designed to revolutionize the way businesses analyze and interpret complex data. By leveraging cutting-edge machine learning algorithms, G-Way AI enables organizations to uncover actionable insights, streamline operations, and drive informed decision-making processes. Its intuitive interface and robust analytical capabilities make it an indispensable tool for companies seeking to harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive analysis across multiple platforms. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, aiding in proactive strategy development. - Customizable Dashboards: Offers user-friendly dashboards that can be tailored to display relevant metrics and KPIs. - Automated Reporting: Generates detailed reports automatically, saving time and reducing the potential for human error. - Scalability: Adapts to the growing needs of businesses, handling increasing data volumes without compromising performance. Primary Value and Solutions Provided: G-Way AI addresses the challenge of data overload by transforming raw information into meaningful insights. It empowers users to make data-driven decisions with confidence, enhancing operational efficiency and competitive advantage. By automating complex analytical tasks, G-Way AI reduces the reliance on manual processes, minimizes errors, and accelerates the time-to-insight, ultimately driving business growth and innovation.

#### Who Is the Company Behind G-Way AI?

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

### [Harmonic Discovery](https://www.g2.com/products/harmonic-discovery/reviews)

Harmonic Discovery is a biotechnology company pioneering the development of next-generation therapeutics that embrace the complexity of diseases. Traditional drug discovery often focuses on single-target approaches, which can overlook the multifaceted nature of conditions like cancer and autoimmune disorders. Harmonic Discovery's platform integrates machine learning and generative chemistry to design multi-targeted medicines, aiming to enhance efficacy and safety by addressing multiple disease-causing proteins simultaneously. Key Features and Functionality: - Multi-Targeted Drug Design: Utilizes a computational-experimental platform to develop therapeutics capable of engaging several disease-related proteins at once, moving beyond the traditional single-target paradigm. - Precision Pharmacology: Employs machine learning models to fine-tune drug interactions, minimizing off-target effects and enhancing therapeutic precision. - Integrated Data Analysis: Combines various data layers, from protein sequences and structures to gene expression changes, facilitating a comprehensive understanding of disease mechanisms. - Generative Chemistry Platform: Identifies molecular modifications that eliminate toxic off-targets while incorporating beneficial targets, optimizing drug design for complex diseases. Primary Value and User Solutions: Harmonic Discovery addresses the limitations of conventional drug discovery by developing therapeutics that consider the intricate interplay of multiple proteins involved in diseases. This approach aims to create more effective and safer treatments, particularly for complex conditions like cancer and autoimmune diseases, by reducing adverse side effects and overcoming resistance pathways. By leveraging advanced computational tools and interdisciplinary expertise, Harmonic Discovery offers a novel solution to the challenges of modern pharmacology.

#### Who Is the Company Behind Harmonic Discovery?

- **Seller:** [Harmonic Discovery](https://www.g2.com/sellers/harmonic-discovery)
- **Year Founded:** 2021
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6fd0cdad26dd85bbb43dec2954c0850975587caeb3efd757d311776e7b11d4a2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fharmonicdiscovery%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,431 employees on LinkedIn®

### [Health Links AI](https://www.g2.com/de/products/health-links-ai/reviews)

HealthLinks AI befähigt Gesundheitsorganisationen, profitabel vom Gebühren-für-Leistung-Modell zu einer wertorientierten Versorgung zu wechseln. Unsere KI-gesteuerte Plattform verwandelt rohe klinische, operative und finanzielle Daten – sowohl strukturierte als auch unstrukturierte – in umsetzbare Erkenntnisse, die Anbietern helfen, sowohl den Umsatz zu maximieren als auch Krankheiten zu verhindern. Wichtige Lösungen • HLAI für qualifizierte Pflege: Reduziert Krankenhausaufenthalte, indem es die fünf Hauptursachen für vermeidbare Aufnahmen genau vorhersagt. • HLAI für integrierte Versorgungsnetzwerke und Praxen: Optimiert klinische Arbeitsabläufe und steigert sowohl die Effizienz im Gebühren-für-Leistung-Modell als auch die wertorientierte Leistung. Auswirkungen HealthLinks AI verbessert die Patientenergebnisse, steigert die finanziellen Ergebnisse und reduziert die Arbeitsbelastung des Personals – alles mit minimalem IT-Fußabdruck und nahtloser Integration in bestehende Systeme.

#### Who Is the Company Behind Health Links AI?

- **Verkäufer:** [Lavaa](https://www.g2.com/de/sellers/lavaa)
- **Gründungsjahr:** 2021
- **Hauptsitz:** New York, US
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a03651b6889d8a9998b4a243742d2c3a9c4923f9f7342c591a7a68b3536bc6f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flavaa%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 Mitarbeiter\*innen auf LinkedIn®

### [Helicon](https://www.g2.com/products/helicon/reviews)

Helicon is a Java API developed by Radicalbit, designed to facilitate real-time data processing and analytics. It provides developers with a robust framework to build and deploy streaming applications efficiently. Key Features and Functionality: - Real-Time Data Processing: Helicon enables the ingestion, processing, and analysis of streaming data in real-time, allowing for immediate insights and actions. - Scalability: Built to handle large volumes of data, Helicon scales seamlessly to meet the demands of growing applications. - Integration Capabilities: The API offers compatibility with various data sources and sinks, facilitating easy integration into existing systems. - Developer-Friendly: With a well-documented API, Helicon simplifies the development process, reducing the time and effort required to build streaming applications. Primary Value and User Solutions: Helicon addresses the challenges of processing and analyzing real-time data streams by providing a scalable and efficient framework. It empowers developers to build applications that can react to data as it arrives, enabling businesses to make timely decisions and gain a competitive edge. By simplifying the complexities associated with real-time data processing, Helicon allows organizations to focus on deriving value from their data without being hindered by technical constraints.

#### Who Is the Company Behind Helicon?

- **Seller:** [Radicalbit](https://www.g2.com/sellers/radicalbit)
- **HQ Location:** Milan, IT
- **Twitter:** @weareradicalbit  
262 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=554b9c913c0f003613dec18b21a224cf397991ed7d64e09a390d9973c282dbf1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F6639929%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Helika](https://www.g2.com/products/helika/reviews)

Helika is a comprehensive Web3 technology and analytics platform designed to empower game studios with data-driven tools for building, growing, and optimizing their games. By integrating advanced analytics from Web2, in-game, on-chain, and social media data, Helika enables studios to make informed decisions that enhance user acquisition, engagement, and monetization throughout the entire game lifecycle. Key Features and Functionality: - User Acquisition and Marketing: Helika offers deep funnel attribution, optimized ad spend, and visibility into key user cohorts, allowing marketers to maximize revenue while reducing customer acquisition costs. - Game Management: The platform provides tools for LiveOps, A/B testing, and balancing, enabling studios to make data-driven decisions that drive greater engagement, monetization, and retention across their game portfolios. - On-Chain Analytics: Helika delivers actionable insights across community, financial, and competitive Web3 data, unlocking unique perspectives across multiple blockchains. - Social Media Analytics: The platform transforms social media sentiment into business intelligence, optimizing campaigns and enhancing community engagement. Primary Value and Solutions: Helika addresses the challenges game studios face in making data-driven decisions by providing a no-code platform that integrates in-game, on-chain, and social media analytics. This integration allows studios to understand user behavior and interactions comprehensively, leading to increased engagement, retention, and user acquisition. By offering a suite of powerful products, Helika enables clients to gather sales and royalty data, analyze user wallet activity, onboard new users, and determine optimal pricing strategies for NFT drops. In summary, Helika empowers game studios to navigate the complexities of Web3 gaming by providing integrated analytics and marketing solutions that drive growth and success.

#### Who Is the Company Behind Helika?

- **Seller:** [Helika](https://www.g2.com/sellers/helika)
- **Year Founded:** 2022
- **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=278e788d994a4e55c0e33e8d3bd6bd88660792129b1276c797f35b2e64902abb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhelika&secure%5Burl_type%5D=linkedin_company_website)  
27 employees on LinkedIn®

### [Heroz](https://www.g2.com/products/heroz/reviews)

HEROZ, Inc. is a pioneering company specializing in artificial intelligence (AI) solutions, renowned for developing AI technologies that have triumphed over professional shogi (Japanese chess) players. Leveraging expertise in machine learning and deep learning, HEROZ has expanded its AI applications beyond gaming into various industries, aiming to solve complex business challenges and drive innovation. Key Features and Functionality: - Advanced AI Technology: HEROZ's proprietary AI, "HEROZ Kishin," is built upon sophisticated machine learning techniques, enabling it to perform complex analyses and decision-making processes. - Industry Applications: The company applies its AI solutions across multiple sectors, including finance, construction, and energy management, providing tailored solutions to meet specific industry needs. - Product Offerings: HEROZ offers products like "HEROZ Kishin Monitor" for real-time data analysis and anomaly detection, and "HEROZ Kishin WebOPT" for automated A/B testing and content optimization. Primary Value and User Solutions: HEROZ's AI solutions empower businesses to enhance productivity, optimize operations, and make data-driven decisions. By automating complex tasks and providing predictive insights, HEROZ addresses critical challenges such as process inefficiencies, risk management, and resource optimization, enabling clients to achieve significant improvements in performance and competitiveness.

#### Who Is the Company Behind Heroz?

- **Seller:** [HEROZ](https://www.g2.com/sellers/heroz)
- **Year Founded:** 2009
- **HQ Location:** 港区, JP
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=66d756a7c133d141d43665f94e361b95cf0999e9010487bc31dd444f5f718a68&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fheroz-inc%2F&secure%5Burl_type%5D=linkedin_company_website)  
56 employees on LinkedIn®

### [Hi-Fiai](https://www.g2.com/products/hi-fiai/reviews)

Hi-Fiai is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Hi-Fiai enables organizations to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. Its intuitive interface ensures accessibility for users of varying technical expertise, promoting widespread adoption across industries. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive analysis. - Predictive Analytics: Utilizes advanced algorithms to forecast trends and outcomes. - Customizable Dashboards: Offers user-friendly interfaces tailored to specific business needs. - Automated Reporting: Generates detailed reports, reducing manual effort and enhancing accuracy. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises. Primary Value and Solutions Provided: Hi-Fiai addresses the challenge of data overload by transforming raw information into actionable insights. It empowers businesses to make data-driven decisions, optimize operations, and identify new opportunities. By automating complex analytical processes, Hi-Fiai reduces the time and resources required for data analysis, allowing organizations to focus on strategic initiatives and drive growth.

#### Who Is the Company Behind Hi-Fiai?

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

### [HireBase](https://www.g2.com/products/hirebase-hirebase/reviews)

HireBase is a rapidly expanding job data platform that leverages artificial intelligence to scan millions of job postings daily, providing real-time, high-quality recruitment data. Trusted by numerous job boards, recruiting firms, and job seekers worldwide, HireBase enhances the job search experience by offering comprehensive and up-to-date job market insights. Key Features and Functionality: - AI-Enhanced Search Engine: Utilizes advanced AI technology to deliver seamless and intuitive job searches. - Real-Time Data Updates: Ensures job listings are current by updating data as new jobs are posted across thousands of sources. - Comprehensive Job Data: Provides detailed information on millions of jobs, including skills, responsibilities, and benefits. - Global Coverage: Offers job market insights from across the globe with extensive geographic reach. - Powerful API Access: Allows integration of job data into applications with features like advanced filtering, natural language search, and fast response times. - Flexible Data Access: Supports various output formats (JSON, CSV) and customizable data delivery options. Primary Value and User Solutions: HireBase revolutionizes how companies and job seekers access high-quality job data by providing real-time, AI-enhanced job market insights. For recruiters and businesses, it offers tools for targeted lead generation, competitive intelligence, and strategic timing for outreach based on hiring patterns. Job boards benefit from comprehensive listings and advanced search functionality, enhancing user experience. Market intelligence professionals can monitor hiring trends, analyze competitor activity, and identify emerging market opportunities. Overall, HireBase simplifies the process of obtaining reliable job data, making it fast, easy, and effective.

#### Who Is the Company Behind HireBase?

- **Seller:** [HireBase](https://www.g2.com/sellers/hirebase-5aeae4da-5954-43fe-b289-b18a50773065)
- **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=b3fed5b791d5545eaa227cd893f68c9bc4763b41524c574742f8427c26d00034&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhirebase1%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

### [Hoopsai](https://www.g2.com/products/hoopsai/reviews)

Hoopsai is an advanced AI-powered platform designed to revolutionize the way businesses analyze and interpret data. By leveraging cutting-edge machine learning algorithms, Hoopsai enables organizations to uncover actionable insights, streamline operations, and drive informed decision-making processes. Its intuitive interface and robust analytical tools make it accessible to both technical and non-technical users, ensuring that data-driven strategies are within reach for all. Key Features and Functionality: - Automated Data Analysis: Hoopsai automates complex data analysis tasks, reducing the time and effort required to extract meaningful information. - Customizable Dashboards: Users can create personalized dashboards to visualize data in real-time, facilitating quick comprehension and monitoring of key metrics. - Predictive Analytics: The platform offers predictive modeling capabilities, allowing businesses to forecast trends and make proactive decisions. - Seamless Integration: Hoopsai integrates effortlessly with existing data sources and business tools, ensuring a smooth workflow without the need for extensive technical adjustments. - User-Friendly Interface: Designed with simplicity in mind, Hoopsai's interface allows users of all skill levels to navigate and utilize its features effectively. Primary Value and Solutions Provided: Hoopsai addresses the common challenge of data overload by providing a streamlined solution for data analysis and interpretation. It empowers businesses to harness the full potential of their data, leading to enhanced operational efficiency, improved strategic planning, and a competitive edge in the market. By simplifying complex analytical processes, Hoopsai ensures that organizations can make data-driven decisions swiftly and confidently.

#### Who Is the Company Behind Hoopsai?

- **Seller:** [hoopsAI](https://www.g2.com/sellers/hoopsai)
- **Year Founded:** 2018
- **HQ Location:** Limassol, CY
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=43b95df617e715a24acd3f4edf6c49519cd18e1c21cc67d9524c7d3e39601f53&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhoopsai%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

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

Horizon is an AI-powered B2B SaaS platform for enterprises with 1,000+ employees. Through conversational AI, Horizon runs structured discovery cycles that surface operational inefficiencies across teams. The platform synthesizes employee feedback into prioritized insights with ROI estimates, then helps organizations manage the full improvement lifecycle from diagnosis to implementation tracking. Used by companies like Mercado Libre, Pedidos Ya, and Itaú. Founded in 2024, headquartered in San Francisco, CA.

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

- **Seller:** [Horizon AI Global](https://www.g2.com/sellers/horizon-ai-global)
- **Year Founded:** 2024
- **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=4e63b126c5b5abc7e3a0d537e2b08dec5a34b9a7d1f30ee73865f15167b28853&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhorizonaiprocess%2F&secure%5Burl_type%5D=linkedin_company_website)  
33 employees on LinkedIn®

### [Horizon Solutions](https://www.g2.com/products/horizon-solutions/reviews)

Horizon Solutions is an advanced supply chain planning platform designed to empower mid-market and lower-enterprise manufacturers by streamlining their planning processes. It offers a comprehensive suite of tools that cover demand planning, inventory optimization, supply and production planning, finite capacity scheduling, distribution planning, and integrated business planning (IBP). By integrating these functionalities into a single, user-friendly workspace, Horizon Solutions enables companies to transition from traditional spreadsheet-based planning to a more efficient and collaborative approach. Key Features and Functionality: - Demand Planning: Utilizes statistical and machine learning models for accurate forecasting, allowing planners to improve forecast accuracy and align teams more effectively. - Inventory Optimization: Employs multi-echelon inventory optimization (MEIO) techniques to set optimal inventory levels across the supply chain network, reducing total inventory while maintaining service levels. - Supply and Production Planning: Balances capacity with demand, streamlining manufacturing processes for efficient and cost-effective production. - Finite Capacity Scheduling: Creates feasible production schedules that respect actual machine, labor, and material constraints, improving resource utilization and reducing manual scheduling efforts. - Distribution Planning: Optimizes network flow, sourcing decisions, deployment planning, and transportation mode selection to enhance distribution efficiency. - Integrated Business Planning (IBP): Aligns operations, finance, and strategy on a single forward plan, ensuring that volume, revenue, and strategic plans are synchronized. Primary Value and User Solutions: Horizon Solutions addresses the challenges faced by supply chain planners who are often constrained by the limitations of traditional tools like Excel or the complexity of legacy Advanced Planning Systems (APS). By providing a platform that is both powerful and easy to implement, Horizon Solutions enables planners to: - Start Planning Quickly: With guided steps from sign-up to planning, users can upload their data and begin generating clear plans within days, focusing only on what needs attention in a shared workspace. - Improve Decision-Making: The platform offers real-time simulations of stock and service levels, allowing users to see the impact on inventory, customer service, and finance, and optimize working capital accordingly. - Scale Flexibly: Companies can start with one module and scale to end-to-end planning in real time, reducing stockouts, minimizing excess inventory, and making faster decisions. By integrating advanced planning capabilities into a single, intuitive platform, Horizon Solutions empowers manufacturing companies to move beyond traditional planning methods, enhancing collaboration, decision-making, and overall supply chain efficiency.

#### Who Is the Company Behind Horizon Solutions?

- **Seller:** [Horizon Solutions](https://www.g2.com/sellers/horizon-solutions)
- **Year Founded:** 1857
- **HQ Location:** Rochester, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e29501976cc406119623f955e7dbeb2d0c932b5dfa76ad375310a71754224788&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhorizon-solutions&secure%5Burl_type%5D=linkedin_company_website)  
125 employees on LinkedIn®

### [Horizonx](https://www.g2.com/products/horizonx-horizonx/reviews)

HorizonX is an Integrated Research Environment (IRE) designed to revolutionize the research process by seamlessly connecting every phase—from initial brainstorming to final publication. By harnessing the power of artificial intelligence and cloud computing, HorizonX empowers researchers to collaborate effortlessly, conduct insightful analyses, and disseminate impactful discoveries efficiently across diverse fields of study. Key Features and Functionality: - AI-Powered Brainstorming Engine: Collaborate with an intelligent assistant to spark, shape, and elevate breakthrough ideas. - Context-Aware Literature Engine: Accelerate literature reviews with AI that understands your research context, providing relevant and comprehensive insights. - Low-Code Data Analysis: Transform raw data into publication-ready charts and insights without the need for extensive coding knowledge. - Real-Time Collaboration: Facilitate seamless teamwork with features akin to Google Docs, tailored for research-grade documentation. - Unified Knowledge Nexus: Maintain a single intelligent workspace that connects your ideas, insights, and research tools. - Automated Citation Manager: Manage references efficiently with an intelligent system that ensures accuracy and consistency. - Smart Formatting Assistant: Simplify journal compliance with tools that automate formatting requirements. - Pre-Publication Quality Check: Utilize a 24/7 peer review partner to ensure the quality and integrity of your research before publication. - On-Demand High-Performance Computing (HPC) Access: Access powerful computing resources without the setup headaches, enabling complex analyses and simulations. Primary Value and Solutions Provided: HorizonX addresses common research challenges by integrating essential tools into a single, secure platform. This integration streamlines every stage of the research process, saving time and enhancing productivity. By providing AI-assisted brainstorming, literature review, data analysis, writing, citation management, and peer review, HorizonX empowers researchers to focus on innovation and discovery, reducing administrative burdens and accelerating the path from concept to publication.

#### Who Is the Company Behind Horizonx?

- **Seller:** [HorizonX](https://www.g2.com/sellers/horizonx-b4184040-2c7d-42e8-b475-f2a6a5692cee)
- **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=614fa180d16c3d7c48051c4e8dbdc0788728d228fa70411f8b0efc2d1b6510b0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhorizonx-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Humanli](https://www.g2.com/products/humanli/reviews)

Humanli's Data on Demand (DoD) is a comprehensive data management platform designed to streamline the collection, processing, and analysis of large datasets. It offers a user-friendly interface that enables organizations to efficiently manage their data workflows, ensuring accuracy and consistency across various data sources. Key Features and Functionality: - Automated Data Collection: Seamlessly integrates with multiple data sources to automate the ingestion process, reducing manual effort and minimizing errors. - Data Processing and Transformation: Provides robust tools for cleaning, transforming, and enriching data, facilitating the preparation of datasets for analysis. - Scalable Storage Solutions: Offers scalable storage options to accommodate growing data volumes, ensuring optimal performance and accessibility. - Advanced Analytics: Equipped with analytical tools that support complex queries and data visualization, enabling insightful decision-making. - Security and Compliance: Ensures data security through encryption and access controls, adhering to industry standards and regulations. Primary Value and User Solutions: Humanli's DoD addresses the challenges of managing vast and complex datasets by providing an integrated platform that simplifies data operations. It empowers organizations to harness their data effectively, leading to improved operational efficiency, informed strategic decisions, and a competitive edge in their respective industries.

#### Who Is the Company Behind Humanli?

- **Seller:** [Data on Demand](https://www.g2.com/sellers/data-on-demand)
- **Year Founded:** 2022
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e0c4a97bc3ac1872b897e107d4fe97110bec58ad92563ce1b91ffba7566ec562&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhumanli-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

### [Human Union Data](https://www.g2.com/products/human-union-data/reviews)

Human Union Data (HUD) is a comprehensive data management platform designed to streamline the collection, analysis, and visualization of complex datasets. It empowers organizations to make data-driven decisions by providing intuitive tools for data integration, processing, and reporting. Key features and functionality of HUD include: - Data Integration: Seamlessly connect and aggregate data from multiple sources, ensuring a unified view of information. - Advanced Analytics: Utilize powerful analytical tools to uncover insights, identify trends, and make informed decisions. - Customizable Dashboards: Create interactive dashboards tailored to specific business needs, enhancing data visualization and accessibility. - Collaboration Tools: Facilitate teamwork by allowing multiple users to access, share, and collaborate on data projects in real-time. - Security and Compliance: Ensure data security with robust access controls and compliance with industry standards and regulations. The primary value of HUD lies in its ability to simplify complex data processes, enabling organizations to harness the full potential of their data assets. By providing a user-friendly interface and powerful analytical capabilities, HUD addresses the challenges of data fragmentation and inefficiency, allowing users to derive actionable insights and drive business growth.

#### Who Is the Company Behind Human Union Data?

- **Seller:** [Human Union Data, Inc.](https://www.g2.com/sellers/human-union-data-inc)
- **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=7fb778821b063ef44a14492c4b3952cc3f66399a5cde812113e6e0bb80e7e0ef&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhud-ai&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

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

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

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

Updated April 22, 2026

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

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

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

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

How DSML software differs from other tools

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

Insights from G2 Reviews on DSML software

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

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