2026
Find the best software for anything and everything you want to accomplish, as decided by software buyers on the world’s largest and most trusted software marketplace. Based on honest reviews and ratings from our G2 users this year, this list features the top software products found on G2.
Out of 1,892 total products in this category, and 100 that were eligible for the 2026 Best Software Awards, here are the 50 best software products. When looking at this year’s winners, 19 remained on the list from last year, while 31 are new entrants — representing a 62% change on this list since the 2025 Best Software Awards.
1
Microsoft Power BI
Analytics Platforms
Power BI Desktop is part of the Power BI product suite. Use Power BI Desktop to create and distribute BI content. To monitor key data and share dashboards and reports, use the Power BI web service. To view and interact with your data on any mobile device, get the Power BI Mobile app on the AppStore,
Write a ReviewWrite a ReviewPower BI Desktop is part of the Power BI product suite. Use Power BI Desktop to create and distribute BI content. To monitor key data and share dashboards and reports, use the Power BI web service. To view and interact with your data on any mobile device, get the Power BI Mobile app on the AppStore,
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Categories
G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
Best Software Products 2026
Best Enterprise Products 2026
Best Mid-Market Products 2026
Best Highest Satisfaction Products 2026
Best Small Business Products 2026
Best Fastest Growing Products 2026
2
Tableau
Analytics Platforms
Tableau Server is a business intelligence application that provides browser-based analytics anyone can learn and use.
Write a ReviewWrite a ReviewTableau Server is a business intelligence application that provides browser-based analytics anyone can learn and use.
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Categories
G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
Best Enterprise Products 2026
Best IT Infrastructure Software Products 2026
Best Software Products 2026
Best Mid-Market Products 2026
Best Highest Satisfaction Products 2026
3
Looker
Analytics Platforms
Looker supports a discovery-driven culture throughout the organization; its web-based data discovery platform provides the power and finesse required by data analysts while empowering business users throughout the organization to find their own answers.
Write a ReviewWrite a ReviewLooker supports a discovery-driven culture throughout the organization; its web-based data discovery platform provides the power and finesse required by data analysts while empowering business users throughout the organization to find their own answers.
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Categories
G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
Best Enterprise Products 2026
Best Mid-Market Products 2026
4
SAS Viya
Analytics Platforms
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
Write a ReviewWrite a ReviewAs 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
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Categories
G2 Awards
Best Analytics Software Products 2026
Best IT Infrastructure Software Products 2026
Best AI Software Products 2026
5
Canva
Display Ad Design
Canva is an online design and publishing platform that provides user friendly design tools for non-designers.
Write a ReviewWrite a ReviewCanva is an online design and publishing platform that provides user friendly design tools for non-designers.
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Categories
G2 Awards
Best Australia & New Zealand Products 2026
Best Design Software Products 2026
Best APAC Products 2026
Best AI Software Products 2026
Best Global Sellers 2026
Best Content Management Software Products 2026
Best Analytics Software Products 2026
Best Marketing & Digital Advertising Software Products 2026
Best Collaboration & Productivity Software Products 2026
Best Software Products 2026
Best Small Business Products 2026
Best Mid-Market Products 2026
6
Salesforce Sales Cloud
CRM
Sell faster, smarter, and more efficiently with AI + Data + CRM. Boost productivity and grow in a whole new way with Sales Cloud.
Sell faster, smarter, and more efficiently with AI + Data + CRM. Boost productivity and grow in a whole new way with Sales Cloud.
Reviews
Categories
G2 Awards
Best Global Sellers 2026
Best Sales Software Products 2026
Best Enterprise Products 2026
Best Software Products 2026
Best Analytics Software Products 2026
Best Mid-Market Products 2026
Best Highest Satisfaction Products 2026
Best Collaboration & Productivity Software Products 2026
Best Marketing & Digital Advertising Software Products 2026
7
Jaspersoft
Embedded Business Intelligence
Jaspersoft provides developers and business users the ability to connect, create, embed, and distribute highly interactive, pixel perfect reports, ad hoc reports, dashboards, and analytics into their applications to enhance the end-user experience. These tools give Jaspersoft’s over 1,100 customers
Write a ReviewWrite a ReviewJaspersoft provides developers and business users the ability to connect, create, embed, and distribute highly interactive, pixel perfect reports, ad hoc reports, dashboards, and analytics into their applications to enhance the end-user experience. These tools give Jaspersoft’s over 1,100 customers
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G2 Awards
Best Analytics Software Products 2026
8
Slack
Work Management
Slack brings all your communication together in one place. It’s real-time messaging, archiving and search for modern teams.
Write a ReviewWrite a ReviewSlack brings all your communication together in one place. It’s real-time messaging, archiving and search for modern teams.
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G2 Awards
Best Global Sellers 2026
Best Project Management Software Products 2026
Best Software Products 2026
Best Content Management Software Products 2026
Best Mid-Market Products 2026
Best Analytics Software Products 2026
Best Collaboration & Productivity Software Products 2026
Best Enterprise Products 2026
Best IT Management Software Products 2026
Best Small Business Products 2026
9
Yext
Multi-Location Marketing Platforms
Yext is an API-first, composable software platform that collects and organizes content from across the enterprise to deliver relevant, actionable information — in the form of answers — wherever people ask questions about a business.
Write a ReviewWrite a ReviewYext is an API-first, composable software platform that collects and organizes content from across the enterprise to deliver relevant, actionable information — in the form of answers — wherever people ask questions about a business.
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Categories
G2 Awards
Best Analytics Software Products 2026
Best IT Management Software Products 2026
Best Marketing & Digital Advertising Software Products 2026
10
Domo
Analytics Platforms
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 i
Write a ReviewWrite a ReviewDomo 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 i
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G2 Awards
Best Analytics Software Products 2026
Best IT Management Software Products 2026
11
Google Cloud BigQuery
Data Warehouse
Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data.
Write a ReviewWrite a ReviewAnalyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data.
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Categories
G2 Awards
Best Global Sellers 2026
Best IT Infrastructure Software Products 2026
Best Data Privacy Software Products 2026
Best Analytics Software Products 2026
Best Mid-Market Products 2026
Best IT Management Software Products 2026
Best Enterprise Products 2026
Best Small Business Products 2026
12
Guru
AI Agents For Business Operations
Guru is the AI Source of Truth that connects your company’s knowledge, delivers cited answers everywhere you work, and keeps information accurate automatically.
Write a ReviewWrite a ReviewGuru is the AI Source of Truth that connects your company’s knowledge, delivers cited answers everywhere you work, and keeps information accurate automatically.
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Categories
G2 Awards
Best Agentic AI Software Products 2026
Best Analytics Software Products 2026
Best Customer Service Software Products 2026
13
Amazon QuickSight
Analytics Platforms
Amazon QuickSight is a cloud-based business intelligence (BI) service that help employees to build visualizations, perform ad-hoc analysis, and quickly get business insights from their data.
Write a ReviewWrite a ReviewAmazon QuickSight is a cloud-based business intelligence (BI) service that help employees to build visualizations, perform ad-hoc analysis, and quickly get business insights from their data.
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Categories
G2 Awards
Best Analytics Software Products 2026
Best Small Business Products 2026
14

IBM SPSS Statistics
Statistical Analysis

IBM SPSS Statistics is an integrated family of products that addresses the entire analytical process, from planning to data collection to analysis, reporting and deployment.
Write a ReviewWrite a ReviewIBM SPSS Statistics is an integrated family of products that addresses the entire analytical process, from planning to data collection to analysis, reporting and deployment.
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G2 Awards
Best Analytics Software Products 2026
15
Notion
Base de connaissances
Reviews
Catégories
Prix G2
Best Highest Satisfaction Products 2026
Best Global Sellers 2026
Best Project Management Software Products 2026
Best AI Software Products 2026
Best Analytics Software Products 2026
Best Content Management Software Products 2026
Best Software Products 2026
16
Kyvos Semantic Layer
Semantic Layer Tools
Kyvos is a semantic layer for AI and BI. It gives enterprises a single, consistent, business-friendly view of their data for trusted AI and BI — eliminating metric drift across BI tools, and grounding AI in governed semantic context for higher accuracy. Kyvos delivers lightning-fast
Write a ReviewWrite a ReviewKyvos is a semantic layer for AI and BI. It gives enterprises a single, consistent, business-friendly view of their data for trusted AI and BI — eliminating metric drift across BI tools, and grounding AI in governed semantic context for higher accuracy. Kyvos delivers lightning-fast
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G2 Awards
Best Analytics Software Products 2026
17

Minitab Statistical Software
Statistical Analysis

Minitab Statistical Software is a leading statistical software used for quality improvement and statistics education worldwide.
Write a ReviewWrite a ReviewMinitab Statistical Software is a leading statistical software used for quality improvement and statistics education worldwide.
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G2 Awards
Best Analytics Software Products 2026
18
Adobe Analytics
Digital Analytics
Adobe Analytics helps you create a holistic view of your business by turning customer interactions into actionable insights. With intuitive and interactive dashboards and reports, you can sift, sort, and share real-time information to provide insights you can use to identify problems and opportuniti
Write a ReviewWrite a ReviewAdobe Analytics helps you create a holistic view of your business by turning customer interactions into actionable insights. With intuitive and interactive dashboards and reports, you can sift, sort, and share real-time information to provide insights you can use to identify problems and opportuniti
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G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
Best Marketing & Digital Advertising Software Products 2026
Best Enterprise Products 2026
19
Sigma
Analytics Platforms
Give business teams the freedom to analyze cloud data in real time without limits. Sigma provides the full power of SQL without coding, cloud flexibility, and an intuitive spreadsheet interface.
Write a ReviewWrite a ReviewGive business teams the freedom to analyze cloud data in real time without limits. Sigma provides the full power of SQL without coding, cloud flexibility, and an intuitive spreadsheet interface.
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G2 Awards
Best Analytics Software Products 2026
Best Fastest Growing Products 2026
20
Elasticsearch
Enterprise Search Software
Create and manage a search experience tailored to your specific needs in no time, thanks to seamless indexing, best-in-class relevance and intuitive customization features.
Write a ReviewWrite a ReviewCreate and manage a search experience tailored to your specific needs in no time, thanks to seamless indexing, best-in-class relevance and intuitive customization features.
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G2 Awards
Best Analytics Software Products 2026
21
Yellowfin BI
Analytics Platforms
Yellowfin helps clients solve problems with data and increase the performance of their business
Write a ReviewWrite a ReviewYellowfin helps clients solve problems with data and increase the performance of their business
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G2 Awards
Best Analytics Software Products 2026
22
Looker Studio
Data Visualization
Google Data Studio (beta) turns your data into informative dashboards and reports that are easy to read, easy to share, and fully customizable. Start telling great stories with your data and make better business decisions.
Write a ReviewWrite a ReviewGoogle Data Studio (beta) turns your data into informative dashboards and reports that are easy to read, easy to share, and fully customizable. Start telling great stories with your data and make better business decisions.
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G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
23

Hurree
Data Visualization

Hurree is an AI-powered platform that brings all your reporting data into one easy-to-use command centre. It connects with over 60 popular tools, giving you a single, reliable view of performance across your business. With fully customizable dashboards, Hurree makes it simple for any team to track K
Write a ReviewWrite a ReviewHurree is an AI-powered platform that brings all your reporting data into one easy-to-use command centre. It connects with over 60 popular tools, giving you a single, reliable view of performance across your business. With fully customizable dashboards, Hurree makes it simple for any team to track K
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G2 Awards
Best Analytics Software Products 2026
Best UK Sellers 2026
24
Caplena
Text Analysis
Have you ever spent countless hours tediously sifting through huge piles of customer feedback? Caplena.com uses Augmented Intelligence to drastically reduce the amount of time it takes to analyze large amounts of free text from reviews or responses to open-ended questions. Within minutes Caplena ide
Write a ReviewWrite a ReviewHave you ever spent countless hours tediously sifting through huge piles of customer feedback? Caplena.com uses Augmented Intelligence to drastically reduce the amount of time it takes to analyze large amounts of free text from reviews or responses to open-ended questions. Within minutes Caplena ide
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G2 Awards
Best UK Sellers 2026
Best Analytics Software Products 2026
25
GoodData
Semantic Layer Tools
GoodData is an API-first, cloud-based business intelligence and data analytics platform built to create real-time dashboards and support building of low-code/no-code analytics applications with open APIs.
Write a ReviewWrite a ReviewGoodData is an API-first, cloud-based business intelligence and data analytics platform built to create real-time dashboards and support building of low-code/no-code analytics applications with open APIs.
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G2 Awards
Best Analytics Software Products 2026
26

IBM Cognos Analytics
Analytics Platforms

IBM® Cognos® Analytics offers smarter, self-service capabilities so you can quickly gain insight and act on it. The solution empowers business users to create and personalize dashboards and reports on their own - while providing IT with a scalable solution that is available on premises or on the clo
Write a ReviewWrite a ReviewIBM® Cognos® Analytics offers smarter, self-service capabilities so you can quickly gain insight and act on it. The solution empowers business users to create and personalize dashboards and reports on their own - while providing IT with a scalable solution that is available on premises or on the clo
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G2 Awards
Best Analytics Software Products 2026
27

Nixtla
Time Series Intelligence

TimeGPT democratizes access to cutting-edge predictive insights, eliminating the need for a dedicated team of machine learning engineers.
Write a ReviewWrite a ReviewTimeGPT democratizes access to cutting-edge predictive insights, eliminating the need for a dedicated team of machine learning engineers.
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Categories
G2 Awards
Rookies of the Year 2026
Best Analytics Software Products 2026
28
Hex
Analytics Platforms
Hex is a platform for collaborative analytics and data science. It combines code notebooks, data apps, and knowledge management, making it easy to use data and share the results.
Write a ReviewWrite a ReviewHex is a platform for collaborative analytics and data science. It combines code notebooks, data apps, and knowledge management, making it easy to use data and share the results.
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G2 Awards
Best Analytics Software Products 2026
29
Oracle Analytics Cloud
Analytics Platforms
Comprehensive suite of enterprise BI and Analytics products, delivering the full range of reporting and analysis capabilities including interactive dashboards.
Write a ReviewWrite a ReviewComprehensive suite of enterprise BI and Analytics products, delivering the full range of reporting and analysis capabilities including interactive dashboards.
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G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
30
SAP Analytics Cloud
Analytics Platforms
SAP Analytics Cloud is a multi-cloud solution built for software as a service (SaaS) that provides all analytics and planning capabilities – business intelligence (BI), augmented and predictive analytics, and extended planning and analysis – for all users in one offering.
Write a ReviewWrite a ReviewSAP Analytics Cloud is a multi-cloud solution built for software as a service (SaaS) that provides all analytics and planning capabilities – business intelligence (BI), augmented and predictive analytics, and extended planning and analysis – for all users in one offering.
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G2 Awards
Best Analytics Software Products 2026
Best German Sellers 2026
Best EMEA Sellers 2026
31
Count
Analytics Platforms
Explore data, tell stories and build models in a real-time whiteboard designed for data.
Write a ReviewWrite a ReviewExplore data, tell stories and build models in a real-time whiteboard designed for data.
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Best Analytics Software Products 2026
32
Alteryx
Plateformes d'analyse
Alteryx génère des résultats commerciaux transformationnels grâce à l'analytique unifiée, à la science des données et à l'automatisation des processus.
Alteryx génère des résultats commerciaux transformationnels grâce à l'analytique unifiée, à la science des données et à l'automatisation des processus.
Reviews
Catégories
Prix G2
Best Analytics Software Products 2026
33
Dataiku
Generative AI Infrastructure
Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents.
Write a ReviewWrite a ReviewDataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents.
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G2 Awards
Best Analytics Software Products 2026
34
AgencyAnalytics
Marketing Analytics
Agency Analytics (formerly MySEOTool) is a marketing platform designed for agencies and marketing consultants. The brandable drag-and-drop dashboard integrates SEO Tools (rank tracking, backlink monitor, site audit), PPC data, Social Media, Web Analytics and more.
Write a ReviewWrite a ReviewAgency Analytics (formerly MySEOTool) is a marketing platform designed for agencies and marketing consultants. The brandable drag-and-drop dashboard integrates SEO Tools (rank tracking, backlink monitor, site audit), PPC data, Social Media, Web Analytics and more.
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G2 Awards
Best Canadian Sellers 2026
Best Analytics Software Products 2026
35

Microsoft Bing Web Search API
Enterprise Search Software

The Microsoft Bing Web Search API is a powerful tool that enables developers to integrate comprehensive web search capabilities into their applications. By leveraging Bing's extensive index of web documents, images, videos, and news, this API delivers relevant and ad-free search results tailored to
Write a ReviewWrite a ReviewThe Microsoft Bing Web Search API is a powerful tool that enables developers to integrate comprehensive web search capabilities into their applications. By leveraging Bing's extensive index of web documents, images, videos, and news, this API delivers relevant and ad-free search results tailored to
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G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
36
Seeq
Time Series Intelligence
With Seeq, you and your team can rapidly investigate and share analyses from operations and manufacturing data sources to find insights and answer questions. Designed specifically for analyzing process data, Seeq works across all verticals with time series data in historians or other storage platfor
Write a ReviewWrite a ReviewWith Seeq, you and your team can rapidly investigate and share analyses from operations and manufacturing data sources to find insights and answer questions. Designed specifically for analyzing process data, Seeq works across all verticals with time series data in historians or other storage platfor
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G2 Awards
Best Analytics Software Products 2026
37

Google Maps Platform
GIS

Google Maps Platform is a comprehensive suite of APIs and SDKs that enables developers to integrate dynamic, real-world mapping and location-based services into their applications. Leveraging Google's extensive geospatial data, it offers tools for creating interactive maps, providing accurate routin
Write a ReviewWrite a ReviewGoogle Maps Platform is a comprehensive suite of APIs and SDKs that enables developers to integrate dynamic, real-world mapping and location-based services into their applications. Leveraging Google's extensive geospatial data, it offers tools for creating interactive maps, providing accurate routin
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G2 Awards
Best Global Sellers 2026
Best Analytics Software Products 2026
38
Grow.com
Data Visualization
Grow.com offers powerfully simple business intelligence (BI) dashboards for small and medium businesses. Track the right metrics. Lead with confidence. Crush your goals.
Write a ReviewWrite a ReviewGrow.com offers powerfully simple business intelligence (BI) dashboards for small and medium businesses. Track the right metrics. Lead with confidence. Crush your goals.
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G2 Awards
Best Analytics Software Products 2026
39
Deepnote
Python Integrated Development Environments (IDE)
Deepnote is a new kind of data science notebook. Real-time collaboration, zero setup, and completely cloud-based.
Write a ReviewWrite a ReviewDeepnote is a new kind of data science notebook. Real-time collaboration, zero setup, and completely cloud-based.
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G2 Awards
Best Analytics Software Products 2026
40
SearchStax
Site Search Software
SearchStax Site Search is an advanced website search solution engineered to give marketers the analytics and agility they need to optimize search experiences.
Write a ReviewWrite a ReviewSearchStax Site Search is an advanced website search solution engineered to give marketers the analytics and agility they need to optimize search experiences.
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Best Analytics Software Products 2026
41
Algolia
Site Search Software
Algolia is an API built for developers that delivers relevant results in your mobile apps and websites from the first keystroke.
Write a ReviewWrite a ReviewAlgolia is an API built for developers that delivers relevant results in your mobile apps and websites from the first keystroke.
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Best Analytics Software Products 2026
42
Luigi's Box
Site Search Software
Luigi’s Box is a set of tools for ecommerce & enterprise companies to improve their search & product discovery experience.
Write a ReviewWrite a ReviewLuigi’s Box is a set of tools for ecommerce & enterprise companies to improve their search & product discovery experience.
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G2 Awards
Best Commerce Software Products 2026
Best Analytics Software Products 2026
43
SAP HANA Cloud
Relational Databases
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.
Write a ReviewWrite a ReviewSAP 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.
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G2 Awards
Best German Sellers 2026
Best IT Infrastructure Software Products 2026
Best Analytics Software Products 2026
Best EMEA Sellers 2026
44
Visier
HR Analytics
People Analytics - designed to know the right questions to ask, take confident action, and have the agility to always improve.
Write a ReviewWrite a ReviewPeople Analytics - designed to know the right questions to ask, take confident action, and have the agility to always improve.
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G2 Awards
Best Analytics Software Products 2026
Best Canadian Sellers 2026
45
Bold BI
Analytics Platforms
Bold BI is an analytics platform designed from the ground up to be embedded. No compromises. No shortcuts. Enrich your applications with sophisticated analytics, visualizations, and dashboards.
Write a ReviewWrite a ReviewBold BI is an analytics platform designed from the ground up to be embedded. No compromises. No shortcuts. Enrich your applications with sophisticated analytics, visualizations, and dashboards.
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Best Analytics Software Products 2026
46
Dropbox Dash
Enterprise Content Management (ECM)
Dropbox Dash helps teams work smarter, faster, and more securely than ever before. Bringing advanced content access control and search capabilities to any size business, it’s ideal for those who handle large volumes of content and care about protecting sensitive information.
Write a ReviewWrite a ReviewDropbox Dash helps teams work smarter, faster, and more securely than ever before. Bringing advanced content access control and search capabilities to any size business, it’s ideal for those who handle large volumes of content and care about protecting sensitive information.
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G2 Awards
Best Global Sellers 2026
Best Content Management Software Products 2026
Best Analytics Software Products 2026
47
Zoho Analytics
Analytics Platforms
Zoho Analytics (previously, Zoho Reports) is a self-service BI and data analytics software that lets you create visually appealing data visualizations and insightful dashboards in minutes.
Write a ReviewWrite a ReviewZoho Analytics (previously, Zoho Reports) is a self-service BI and data analytics software that lets you create visually appealing data visualizations and insightful dashboards in minutes.
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Best Global Sellers 2026
Best Analytics Software Products 2026
48
Base SAS
Statistical Analysis
Base SAS is a comprehensive software suite that provides a flexible and extensible fourth-generation programming language (4GL) designed for data access, transformation, analysis, and reporting. It serves as the foundation of the SAS System, enabling users to manage and analyze data efficiently acro
Write a ReviewWrite a ReviewBase SAS is a comprehensive software suite that provides a flexible and extensible fourth-generation programming language (4GL) designed for data access, transformation, analysis, and reporting. It serves as the foundation of the SAS System, enabling users to manage and analyze data efficiently acro
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G2 Awards
Best Analytics Software Products 2026
49
Intellicus
Analytics Platforms
Intellicus is one of the world’s leading Business Intelligence and Analytics platforms.
Write a ReviewWrite a ReviewIntellicus is one of the world’s leading Business Intelligence and Analytics platforms.
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Best Analytics Software Products 2026
50
APEX
Manufacturing Intelligence
LeanDNA software enables discrete manufacturing operational teams to predictively balance supply and demand by synchronizing procurement and production to ensure on-time delivery, reduce inventory waste, and prevent shortages.
Write a ReviewWrite a ReviewLeanDNA software enables discrete manufacturing operational teams to predictively balance supply and demand by synchronizing procurement and production to ensure on-time delivery, reduce inventory waste, and prevent shortages.
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G2 Awards
Best Supply Chain & Logistics Software Products 2026
Best Analytics Software Products 2026
What are the G2 Best Software Awards?
G2’s annual Best Software Awards rank the world’s best software companies and products based on authentic, timely reviews from real users and publicly available market presence data.
How are the winners determined?
Dozens of lists are generated based on G2’s verified user reviews and publicly available market presence data. To rank products and vendors across different categories, G2 uses normalized Satisfaction and Market Presence scores.
Scores are first calculated within categories for all products that have received at least 10 reviews in the past year. For functional product lists, individual products need at least 10 reviews in the eligibility period in at least one category in the correlated persona area (e.g., Best Sales Software) to be eligible for that list.
Only reviews submitted between Jan. 1 and Dec. 31 of the preceding calendar year are considered for eligibility and ranking.
Scores are then aggregated and compared based on the scoring criteria for each of the three Best Software lists: Best Software Companies, Best Software Products, and Best Software by Function
Best Software Companies lists
The top 100 software companies are ranked based on weighted Satisfaction and Market Presence scores. Specifically, G2 scores Satisfaction within each category and averages those scores across all of a vendor’s products. Market Presence is aggregated and scored relative to all eligible software companies.
G2 also releases geographic Best Software Companies lists, which highlight the top companies from the corresponding region or country. A company’s headquarters, according to LinkedIn, is the primary source used to determine a software company’s region. Several additional factors are used as needed, including where the majority of its workforce is located, where the company was founded, and where its executive team resides
Best Software Products lists
The top 100 products are ranked based on weighted Satisfaction and Market Presence scores. Specifically, the score for a product is first calculated for each category, and then those category scores are combined to create an overall score for the product. The overall score is then weighted based on the competitiveness of each category. Competitiveness is determined by how many products are competing in each category and how many reviews those products receive.
G2 also releases the following supplemental Best Software Products reports:
Highest Satisfaction: Ranking is based solely on Satisfaction scores.
Fastest Growing Products: Ranking is based on Momentum scores.
Segment: Rankings are based on reviews submitted by reviewers from the corresponding market segment.
Rookies of the Year: This report includes the top 25 products that were listed on G2 and received their first review during the previous calendar year. To qualify for inclusion, both the product and its corresponding vendor must be newly listed.
Best Software by Function lists
For these lists, which focus on the software’s function or persona use case, individual products need at least 10 reviews in the eligibility period in at least one category in the correlated persona area (e.g., Best Sales Software) to be eligible for that list.
The top 50 products are ranked based on weighted Satisfaction and Market Presence scores, based on reviews within the corresponding top-level G2 categories. The score for a product is first calculated for the subcategory, and then those category scores are combined to create an overall score for the product. The overall score is then weighted based on the competitiveness of each category and the relevance of each product to the given function or persona.
Read more about the methodology used to calculate G2’s Best Software Awards here.
How does a vendor become eligible for the awards?
To be eligible for one of G2’s Best Software Companies or Products lists, a software product or company must have at least 10 reviews in the prior calendar year. Scores reflect only data from reviews submitted during the evaluation period (Jan. 1 – Dec. 31, 2025).
Can software companies and products win multiple awards?
Yes. A software company and/or product has the potential to be named on multiple lists based on its eligibility and rankings.
How are reviews verified and vetted?
Authenticity and trust are paramount to our approach to review collection, moderation, and publishing. It is our aim to ensure every review is the honest opinion of a real user and their own experience with a product or service. Every review submitted to G2 undergoes rigorous moderation. We verify reviewer identities and use more than 43 data points and consistent guidelines to ensure authenticity. In fact, G2 rejects more than one-third of the reviews submitted for not meeting those guidelines and standards. For more information, view G2’s approach to review validity and learn why G2 joined the Coalition for Trusted Reviews.
Are there any methodology and criteria changes for the Best Software 2026 lists?
Some eligibility requirements have changed for Best Software 2026, including:
Product and vendors now need a minimum of 10 reviews from the prior calendar year.
In 2025, just one review from the past year was needed, in addition to appearing on a G2 Grid®. Last year’s change was made to expand eligibility for vendors and products on G2 while simplifying the requirements, making it easier to be considered.
This year’s change is to maintain that simplicity while prioritizing review recency and volume as a key factor for continued and consistent high performance.
However, on the most competitive Best Software lists, winners typically have hundreds or even thousands of reviews.
For the Functional Product Lists, a product’s percentage of categories and reviews earned within that functional list will be used as a factor in scoring. This year, we have adjusted the category weighting in our algorithm.
We did this to ensure the best possible fit for products on persona lists, based on their categories and reviews.
We also added the following new lists in 2026:
New “Best Software By Function” lists:
Best Agentic AI Software
Best ERP Software Products
How can I promote my Best Software Award recognition if I am named a winner?
All winners will receive an email from G2 providing promotional materials and instructions, including templates and guidelines for:
Accessing their Best Software Award badge(s) in my.g2 (for customers only)
Promoting their recognition via news announcements
Celebrating with social media graphics
How will G2 celebrate the winners?
G2 will celebrate award winners through a series of promotions, including news announcements, social media posts, emails, website banners, and more. While some winners will be featured on billboards in New York City, this is limited to select top winners pre-determined by G2.
How are the Best Software Awards different from G2’s Quarterly Reports?
Key differences between G2’s Best Software Awards and Market Reports include:
Best Software consists of annual award lists that can be accessed without a login; whereas, Seasonal Market Reports are quarterly, detailed reports that only can be viewed by logging into my.g2.
There are also differences in eligibility criteria and the depth and breadth of the product and vendor recognition.
Learn more here.