# Top 10 Lightning AI Alternatives & Competitors (4)4.5 out of 5 Based on G2 reviews, Lightning AI is often evaluated alongside top-rated alternatives that vary by use case, pricing, and features. Data Science and Machine Learning Platforms is used by teams seeking easily administered, time saving platforms with features like artificial neural networks, computer vision, and drag and drop, according to G2 reviews. In most cases, users compare alternatives based on reliability and ease of use. The best overall alternative to Lightning AI is [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews), rated ~4.3 stars on G2 from 727+ reviewers. It is frequently praised for machine learning and model variety. Other well-known alternatives to Lightning AI are: - [Databricks](https://www.g2.com/products/databricks/reviews) – known for collaboration and analytics (G2 star rating ~4.6) - [Domo](https://www.g2.com/products/domo/reviews) – highly rated for data visualization and intuitive (G2 star rating ~4.3) - [Alteryx](https://www.g2.com/products/alteryx/reviews) – offers automation and intuitive (G2 star rating ~4.6) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) – best suited for teams that need analytics and data analysis (G2 star rating ~4.3) Browse top options below. Based on G2 review data, Lightning AI is most commonly used in industries like [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution). Compare user ratings by vertical to find the best fit. ## Best Paid & Free Alternatives to Lightning AI - Gemini Enterprise Agent Platform - Databricks - Domo - Alteryx - SAS Viya - MATLAB - Snowflake - SAP HANA Cloud ## Top 10 Alternatives to Lightning AI Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Lightning AI stacks up to the competition, check reviews from current & previous users in industries like Information Technology and Services, Banking, and Computer Software, and find the best product for your business. [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Product Avatar Image") ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ Gemini Enterprise Agent Platform ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews#reviews) Product Description Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") ](https://www.g2.com/products/databricks/reviews) [ Databricks ](https://www.g2.com/products/databricks/reviews) By [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ 4.6/5(1,363) ](https://www.g2.com/products/databricks/reviews#reviews) Product Description Making big data simple Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/8ef2fed795a3ce0717d8b4925583871c/domo.jpg "Product Avatar Image") ](https://www.g2.com/products/domo/reviews) [ Domo ](https://www.g2.com/products/domo/reviews) By [Domo](https://www.g2.com/sellers/domo) [ 4.3/5(1,074) ](https://www.g2.com/products/domo/reviews#reviews) Product Description Domo is a cloud-native data experience platform that empowers organizations to connect, visualize, and analyze data from diverse sources in real-time. Designed for both technical and non-technical users, Domo facilitates data-driven decision-making across all levels of an organization by providing intuitive dashboards, AI-powered insights, and customizable visualizations. Its scalable architecture ensures seamless integration with existing cloud and on-premise systems, enabling businesses to optimize processes and drive actionable outcomes efficiently. Key Features and Functionality: - Data Integration: Connects with over 1,000 pre-built connectors, allowing seamless access to various data systems, including CRM, ERP, and cloud databases. - Business Intelligence & Analytics: Offers intuitive tools for creating dynamic dashboards, reports, and visualizations, making complex analytics accessible to all teams. - AI and Predictive Insights: Leverages machine learning capabilities to provide predictive analytics and actionable recommendations based on real-time data. - App Creation: Enables the development of custom, low-code, and pro-code business applications that automate processes and streamline decision-making. - Security & Governance: Provides robust data governance tools, including personalized data permissions, custom user roles, and compliance with standards like GDPR and HIPAA. Primary Value and Solutions: Domo addresses the challenge of fragmented data by unifying information from multiple sources into a single platform, enabling organizations to gain comprehensive insights and make informed decisions swiftly. Its user-friendly interface democratizes data access, allowing teams to collaborate effectively using real-time information. By integrating AI-powered analytics and customizable applications, Domo helps businesses optimize operations, identify trends, and drive growth, all while maintaining stringent security and governance standards. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/2c6c77d8284b2f6609c2f9dc0ba6b5a9/alteryx.png "Product Avatar Image") ](https://www.g2.com/products/alteryx/reviews) [ Alteryx ](https://www.g2.com/products/alteryx/reviews) By [Alteryx](https://www.g2.com/sellers/alteryx) [ 4.6/5(893) ](https://www.g2.com/products/alteryx/reviews#reviews) Product Description Alteryx drives transformational business outcomes through unified analytics, data science, and process automation. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/c3e4922bb6835a32854c1dead2cda2bb/sas-sas-viya.jpg "Product Avatar Image") ](https://www.g2.com/products/sas-sas-viya/reviews) [ SAS Viya ](https://www.g2.com/products/sas-sas-viya/reviews) By [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2) [ 4.3/5(817) ](https://www.g2.com/products/sas-sas-viya/reviews#reviews) Product Description As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/d5738f5e7922b4552c3ba543a2b9dee6/matlab.jpeg "Product Avatar Image") ](https://www.g2.com/products/matlab/reviews) [ MATLAB ](https://www.g2.com/products/matlab/reviews) By [MathWorks](https://www.g2.com/sellers/mathworks) [ 4.5/5(771) ](https://www.g2.com/products/matlab/reviews#reviews) Product Description MATLAB is a high-level programming and numeric computing environment widely utilized by engineers and scientists for data analysis, algorithm development, and system modeling. It offers a desktop environment optimized for iterative analysis and design processes, coupled with a programming language that directly expresses matrix and array mathematics. The Live Editor feature enables users to create scripts that integrate code, output, and formatted text within an executable notebook. Key Features and Functionality: - Data Analysis: Tools for exploring, modeling, and analyzing data. - Graphics: Functions for visualizing and exploring data through various plots and charts. - Programming: Capabilities to create scripts, functions, and classes for customized workflows. - App Building: Facilities to develop desktop and web applications. - External Language Interfaces: Integration with languages such as Python, C/C++, Fortran, and Java. - Hardware Connectivity: Support for connecting MATLAB to various hardware platforms. - Parallel Computing: Ability to perform large-scale computations and parallelize simulations using multicore desktops, GPUs, clusters, and cloud resources. - Deployment: Options to share MATLAB programs and deploy them to enterprise applications, embedded devices, and cloud environments. Primary Value and User Solutions: MATLAB streamlines complex mathematical computations and data analysis tasks, enabling users to develop algorithms and models efficiently. Its comprehensive toolboxes and interactive apps facilitate rapid prototyping and iterative design, reducing development time. The platform's scalability allows for seamless transition from research to production, supporting deployment on various systems without extensive code modifications. By integrating with multiple programming languages and hardware platforms, MATLAB provides a versatile environment that addresses the diverse needs of engineers and scientists across industries. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/2b00e05c107c3273cea5264090c3c1d0/snowflake.jpg "Product Avatar Image") ](https://www.g2.com/products/snowflake/reviews) [ Snowflake ](https://www.g2.com/products/snowflake/reviews) By [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc) [ 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews#reviews) Product Description Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/5e530c81ef1a1d98fe6a0d6eede0397b/sap-hana-cloud-2025-10-01.png "Product Avatar Image") ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) [ SAP HANA Cloud ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) By [SAP](https://www.g2.com/sellers/sap) [ 4.3/5(620) ](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews#reviews) Product Description SAP HANA Cloud is the cloud-native data foundation of SAP Business Technology Platform, it stores, processes and analyzes data in real time at petabyte scale and converges multiple data types in a single system while managing it more efficiently with integrated multitier storage. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/e1415804e9c2f68745c0263dff60bd69/posit-team.png "Product Avatar Image") ](https://www.g2.com/products/posit-team/reviews) [ Posit Team ](https://www.g2.com/products/posit-team/reviews) By [Posit](https://www.g2.com/sellers/posit) [ 4.5/5(575) ](https://www.g2.com/products/posit-team/reviews#reviews) Product Description In addition to our open-source data science software, RStudio produces RStudio Team, a unique, modular platform of enterprise-ready professional software products that enable teams to adopt R, Python, and other open-source data science software at scale. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/ee17796061589e2a79a55be43c8f67cc/rapidminer-studio.png "Product Avatar Image") ](https://www.g2.com/products/rapidminer-studio/reviews) [ Altair AI Studio ](https://www.g2.com/products/rapidminer-studio/reviews) By [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7) [ 4.6/5(532) ](https://www.g2.com/products/rapidminer-studio/reviews#reviews) Product Description RapidMiner is a powerful, easy to use and intuitive graphical user interface for the design of analytic processes. Let the Wisdom of Crowds and recommendations from the RapidMiner community guide your way. And you can easily reuse your R and Python code. Categories in common with Lightning AI: [ Data Science and Machine Learning Platforms ](/categories/data-science-and-machine-learning-platforms) ## Lightning AI Alternatives FAQs Generated using AI ### How does Lightning AI compare to Gemini Enterprise Agent Platform? [Lightning AI](https://www.g2.com/products/lightning-ai/reviews) holds a higher average rating of 4.5 out of 5 based on 4 reviews, compared to [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews)'s 4.3 out of 5 from 658 reviews. However, Gemini Enterprise Agent Platform demonstrates stronger performance across key usability dimensions, scoring 8.6 in meeting requirements, 8.2 in usability, 8.1 in ease of setup, 7.9 in ease of administration, 8.1 in support, and 8.3 in ease of doing business with, reflecting a 0.1 to 0.6 point advantage over Lightning AI in these areas. User feedback highlights Gemini's extensive model variety, integrated platform capabilities, seamless integration with Google Cloud services, and efficient deployment and scalability features. Conversely, Lightning AI users appreciate its minimal setup, variety of existing models, and ease of creating models with low or no code, but report issues with limited storage, software bugs, sluggish performance, and higher costs. Overall, Gemini Enterprise Agent Platform excels in usability, integration, and enterprise-grade features, while Lightning AI is noted for ease of initial setup and model variety but has challenges in stability and cost management. ### What are the best alternatives to Lightning AI? The best alternatives to Lightning AI include [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) (4.3/5 stars, 658 reviews), [Domo](https://www.g2.com/products/domo/reviews) (4.3/5 stars, 1005 reviews), [Alteryx](https://www.g2.com/products/alteryx/reviews) (4.6/5 stars, 817 reviews), and [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) (4.3/5 stars, 800 reviews). These platforms offer robust machine learning lifecycle management, extensive data integration, automation, and user-friendly interfaces. ### What features do alternatives offer that Lightning AI does not? Lightning AI users report limited features such as restricted storage capacity, limited customization options, and fewer free projects compared to alternatives. It also lacks some advanced AI agent orchestration, extensive data integration connectors, and comprehensive automation workflows found in competitors. ### Which Data Science and Machine Learning Platforms tools do reviewers recommend instead of Lightning AI? Reviewers highly recommend [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) for its seamless AI agent orchestration, integrated platform, and strong Google Cloud ecosystem integration. [Domo](https://www.g2.com/products/domo/reviews) is favored for its real-time data integration from 1,000+ sources, intuitive dashboards, AI-powered insights, and low-code app creation. [Alteryx](https://www.g2.com/products/alteryx/reviews) is praised for its drag-and-drop workflow automation, broad connectivity, and ease of use for both technical and non-technical users. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) stands out for its cloud-native architecture, advanced analytics, strong data governance, and integration with open-source tools like Python and R. These platforms provide comprehensive features and scalability that reviewers find superior to Lightning AI. ### Why do users choose Gemini Enterprise Agent Platform over Lightning AI? Users choose [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) over Lightning AI primarily for its superior usability and comprehensive enterprise features. With 658 reviews praising its ease of use, model variety, and seamless integration with Google Cloud services, Gemini offers a unified platform that streamlines the entire machine learning lifecycle from data preparation to deployment and monitoring. Its strong support for automation, agent orchestration, and scalability saves significant development time. Additionally, Gemini's advanced AI capabilities, including multimodal model support and robust data governance, make it especially attractive for IT security and support teams. Despite a steeper learning curve and higher cost concerns noted by some users, the platform's extensive documentation, managed infrastructure, and integration flexibility outweigh these drawbacks. In contrast, Lightning AI users report limitations such as software instability, limited storage on free tiers, and higher pricing, which contribute to preference for Gemini's more stable and scalable environment. Thus, Gemini's balance of powerful features, integration, and enterprise readiness drives user preference over Lightning AI according to G2 data. ### Explore Articles [ What is the top case management software for large law firms? ](https://www.g2.com/discussions/what-is-the-top-case-management-software-for-large-law-firms) [ What's the best relational database tool for app development ](https://www.g2.com/discussions/what-s-the-best-relational-database-tool-for-app-development) [ What are the encryption key management solutions offering unified control across AWS, GCP, and Azure environments? ](https://www.g2.com/discussions/what-are-the-encryption-key-management-solutions-offering-unified-control-across-aws-gcp-and-azure-environments%20) [ Which financial aid software platforms have strong customer support for families having difficulty with online applications? ](https://www.g2.com/discussions/which-financial-aid-software-platforms-have-strong-customer-support-for-families-having-difficulty-with-online-applications) [ Which on-premise data integration software is most relied on for scheduling automated daily workflows so data pipelines run consistently without manual intervention each morning? ](https://www.g2.com/discussions/on-premise-data-integration-which-on-premise-data-integration-software-is-most-relied-on-for-scheduling-automated-daily-workflows) [ Which chatbot software is best for retail ](https://www.g2.com/discussions/which-chatbot-software-is-best-for-retail) ### Spotlight Categories [ Employer of Record (EOR) Software ](https://www.g2.com/categories/employer-of-record-eor) [ Audit Management Software Solutions ](https://www.g2.com/categories/audit-management) [ Remote Monitoring & Management (RMM) Software ](https://www.g2.com/categories/remote-monitoring-management-rmm)