Best Analytics Tools & Software: User Reviews from November 2026

Best Agentic Analytics Software

70 products8,823 reviews

Rank	Products	Rating	Reviews
1	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year
2	Joule Joule is an AI copilot that’s grounded in an organization's business data and infused with AI agents. It proactively assists employees in every... Joule is an AI copilot that’s grounded in an organization's business data and infused with AI agents. It proactively assists employees in every...	4.1/5	173 144 in last year
3	Hex Hex is the world’s favorite AI Analytics platform. With Hex, anyone can explore data using natural language, with or without code, all on trusted... Hex is the world’s favorite AI Analytics platform. With Hex, anyone can explore data using natural language, with or without code, all on trusted...	4.5/5	433 159 in last year

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Tableau

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Joule

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Hex

See all 70 products

Showing top 3 of 70 Agentic Analytics Software products

Best AI Search and Discovery Platforms Software

165 products2,198 reviews

See all 165 products

Rank	Products	Rating	Reviews
1	Luigi's Box Luigi's Box is an AI search and discovery platform for both people and AI agents. It helps e-commerce businesses and other companies with... Luigi's Box is an AI search and discovery platform for both people and AI agents. It helps e-commerce businesses and other companies with...	4.8/5	437 29 in last year
2	AlphaSense Meet AlphaSense: the world's leading market intelligence and search platform. AlphaSense is a market intelligence platform used by the... Meet AlphaSense: the world's leading market intelligence and search platform. AlphaSense is a market intelligence platform used by the...	4.6/5	369 70 in last year
3	Elasticsearch Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch... Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch...	4.5/5	316 59 in last year

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Showing top 3 of 165 AI Search and Discovery Platforms Software products

Best Analytics Platforms

609 products28,894 reviews

See all 609 products

Rank	Products	Rating	Reviews
1	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year
2	Microsoft Power BI Power BI Desktop puts visual analytics at your fingertips. With this powerful authoring tool, you can create interactive data visualizations and... Power BI Desktop puts visual analytics at your fingertips. With this powerful authoring tool, you can create interactive data visualizations and...	4.5/5	1,668 258 in last year
3	Databricks Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,... Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,...	4.6/5	1,417 794 in last year

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Showing top 3 of 609 Analytics Platforms products

Best Data Virtualization Software

78 products4,744 reviews

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Rank	Products	Rating	Reviews
1	SAP HANA Cloud SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a... SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a...	4.3/5	621 60 in last year
2	FME Platform FME, made by Safe Software, is the only All-Data, Any-AI Enterprise Integration Platform connecting all your data, applications, and AI services.... FME, made by Safe Software, is the only All-Data, Any-AI Enterprise Integration Platform connecting all your data, applications, and AI services....	4.6/5	136 99 in last year
3	Strategy Mosaic Strategy Mosaic, from Strategy (formerly MicroStrategy), is an enterprise-grade universal semantic layer solution designed to enhance the... Strategy Mosaic, from Strategy (formerly MicroStrategy), is an enterprise-grade universal semantic layer solution designed to enhance the...	4.5/5	15 12 in last year

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Showing top 3 of 78 Data Virtualization Software products

Best Data Visualization Tools

774 products29,230 reviews

See all 774 products

Rank	Products	Rating	Reviews
1	Databricks Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,... Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian,...	4.6/5	1,417 794 in last year
2	Domo Domo’s AI and data platform business is now part of Progress Software. Domo's cloud-native AI data readiness platform complements and... Domo’s AI and data platform business is now part of Progress Software. Domo's cloud-native AI data readiness platform complements and...	4.3/5	1,096 165 in last year
3	Looker Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and... Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and...	4.4/5	1,757 202 in last year

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Showing top 3 of 774 Data Visualization Tools products

Best Drone Analytics Software

83 products405 reviews

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Rank	Products	Rating	Reviews
1	DroneDeploy DroneDeploy powers field teams with robotics and AI. As the only platform that combines robotic automation, AI agents and truly unified reality... DroneDeploy powers field teams with robotics and AI. As the only platform that combines robotic automation, AI agents and truly unified reality...	4.6/5	132 33 in last year
2	Sitemark Sitemark provides an all-in-one platform to boost productivity, quality, and performance of renewable energy projects across their entire... Sitemark provides an all-in-one platform to boost productivity, quality, and performance of renewable energy projects across their entire...	4.9/5	30 4 in last year
3	DatuBIM Datumate, founded in 2011, is a construction technology (contech) company that offers a SaaS, cloud-based photogrammetry solution for stakeholders... Datumate, founded in 2011, is a construction technology (contech) company that offers a SaaS, cloud-based photogrammetry solution for stakeholders...	4.9/5	11 0 in last year

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Showing top 3 of 83 Drone Analytics Software products

Best Embedded Business Intelligence Software

204 products19,132 reviews

See all 204 products

Rank	Products	Rating	Reviews
1	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year
2	Sigma Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence... Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence...	4.5/5	632 116 in last year
3	IBM Cognos Analytics IBM Cognos Analytics is a business intelligence and analytics solution that uses agentic AI to help teams transform trusted data into actionable... IBM Cognos Analytics is a business intelligence and analytics solution that uses agentic AI to help teams transform trusted data into actionable...	4.1/5	551 103 in last year

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Showing top 3 of 204 Embedded Business Intelligence Software products

Best Enterprise Search Software

345 products82,392 reviews

See all 345 products

Rank	Products	Rating	Reviews
1	Slack Slack is your single workspace that connects you with the people and tools you work with everyday, no matter where you are or what you do. With... Slack is your single workspace that connects you with the people and tools you work with everyday, no matter where you are or what you do. With...	4.5/5	40,506 3,718 in last year
2	Notion Notion is the connected AI workspace that brings all work together in a tool that adapts to every team—with AI to find answers and automate... Notion is the connected AI workspace that brings all work together in a tool that adapts to every team—with AI to find answers and automate...	4.6/5	13,980 5,527 in last year
3	Glean Glean is an enterprise AI platform that brings together AI assistants, AI agents, and enterprise search to help employees find answers, create... Glean is an enterprise AI platform that brings together AI assistants, AI agents, and enterprise search to help employees find answers, create...	4.7/5	339 202 in last year

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Showing top 3 of 345 Enterprise Search Software products

Best Graph Visualization Tools Software

33 products169 reviews

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No scored products are available for this category yet.

Best Insight Engines Software

164 products5,650 reviews

See all 164 products

Rank	Products	Rating	Reviews
1	Elasticsearch Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch... Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch...	4.5/5	316 59 in last year
2	Guru Guru is the AI Source of Truth for your company—an AI knowledge platform that connects everything your teams know, makes it accessible everywhere... Guru is the AI Source of Truth for your company—an AI knowledge platform that connects everything your teams know, makes it accessible everywhere...	4.7/5	2,346 121 in last year
3	HeyMarvin HeyMarvin is the #1 AI-native customer insights platform. Teams use HeyMarvin to turn scattered customer knowledge into shared understanding the... HeyMarvin is the #1 AI-native customer insights platform. Teams use HeyMarvin to turn scattered customer knowledge into shared understanding the...	4.8/5	136 15 in last year

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Showing top 3 of 164 Insight Engines Software products

Best Location Intelligence Software

363 products38,044 reviews

See all 363 products

Rank	Products	Rating	Reviews
1	Salesforce Sales Cloud Accelerate revenue from pipeline to paycheck with Salesforce Sales Cloud - your complete growth platform that brings together the power of humans... Accelerate revenue from pipeline to paycheck with Salesforce Sales Cloud - your complete growth platform that brings together the power of humans...	4.4/5	27,592 2,426 in last year
2	Google Maps Platform Google Maps Platform is a comprehensive suite of APIs and SDKs that enables developers to integrate dynamic, real-world mapping and location-based... Google Maps Platform is a comprehensive suite of APIs and SDKs that enables developers to integrate dynamic, real-world mapping and location-based...	4.7/5	60 12 in last year
3	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year

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Salesforce Sales Cloud

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Google Maps Platform

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Tableau

See all 363 products

Showing top 3 of 363 Location Intelligence Software products

Best Other Analytics Software

703 products3,380 reviews

See all 703 products

Rank	Products	Rating	Reviews
1	Cribl Cribl is the AI Platform for Telemetry, giving organizations a flexible way to collect, process, route, store, search, and analyze the logs,... Cribl is the AI Platform for Telemetry, giving organizations a flexible way to collect, process, route, store, search, and analyze the logs,...	4.6/5	164 154 in last year
2	Azure Analysis Services Azure Analysis Services integrates with many Azure services enabling you to build sophisticated analytics solutions.Its integration with Azure... Azure Analysis Services integrates with many Azure services enabling you to build sophisticated analytics solutions.Its integration with Azure...	4.4/5	157 1 in last year
3	SolarWinds Database... SolarWinds Database Observability brings together SolarWinds database monitoring and performance management capabilities for organizations running... SolarWinds Database Observability brings together SolarWinds database monitoring and performance management capabilities for organizations running...	4.5/5	234 25 in last year

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Cribl

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Azure Analysis Services

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SolarWinds Database...

See all 703 products

Showing top 3 of 703 Other Analytics Software products

Best Predictive Analytics Software

590 products33,291 reviews

See all 590 products

Rank	Products	Rating	Reviews
1	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year
2	Salesloft Salesloft is the revenue orchestration platform that closes the gap between what revenue teams know and what they do next. Powered by agentic AI,... Salesloft is the revenue orchestration platform that closes the gap between what revenue teams know and what they do next. Powered by agentic AI,...	4.5/5	9,917 233 in last year
3	SAS Viya SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident... SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident...	4.3/5	840 166 in last year

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Showing top 3 of 590 Predictive Analytics Software products

Best Semantic Layer Tools

39 products8,882 reviews

See all 39 products

Rank	Products	Rating	Reviews
1	Microsoft Power BI Power BI Desktop puts visual analytics at your fingertips. With this powerful authoring tool, you can create interactive data visualizations and... Power BI Desktop puts visual analytics at your fingertips. With this powerful authoring tool, you can create interactive data visualizations and...	4.5/5	1,668 258 in last year
2	GoodData.AI GoodData.AI is the full-stack, AI-native decision intelligence platform that helps businesses turn data into actionable, enterprise-grade insights.... GoodData.AI is the full-stack, AI-native decision intelligence platform that helps businesses turn data into actionable, enterprise-grade insights....	4.3/5	649 102 in last year
3	Tableau Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into... Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into...	4.4/5	4,237 938 in last year

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Showing top 3 of 39 Semantic Layer Tools products

Best Site Search Software

62 products3,338 reviews

See all 62 products

Rank	Products	Rating	Reviews
1	Google Programmable Search... Google Programmable Search Engine is a customizable search solution that enables website owners to integrate a tailored search experience directly... Google Programmable Search Engine is a customizable search solution that enables website owners to integrate a tailored search experience directly...	4.4/5	298 274 in last year
2	Elasticsearch Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch... Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch...	4.5/5	316 59 in last year
3	Algolia Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies... Algolia empowers businesses to deliver lightning-fast, AI-driven search and discovery experiences that convert. Trusted by over 18,000 companies...	4.5/5	490 52 in last year

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Google Programmable Search...

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Elasticsearch

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Algolia

See all 62 products

Showing top 3 of 62 Site Search Software products

Best Statistical Analysis Software

183 products9,500 reviews

See all 183 products

Rank	Products	Rating	Reviews
1	SAS Viya SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident... SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident...	4.3/5	840 166 in last year
2	SPSS Statistics IBM SPSS Statistics is an end-to-end statistical solution that simplifies advanced statistical analysis across industries for users of any... IBM SPSS Statistics is an end-to-end statistical solution that simplifies advanced statistical analysis across industries for users of any...	4.2/5	936 25 in last year
3	Minitab Statistical Software Minitab Statistical Software is a comprehensive statistical analysis solution designed to assist organizations in understanding their data,... Minitab Statistical Software is a comprehensive statistical analysis solution designed to assist organizations in understanding their data,...	4.6/5	227 8 in last year

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SAS Viya

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SPSS Statistics

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Minitab Statistical Software

See all 183 products

Showing top 3 of 183 Statistical Analysis Software products

Best Text Analysis Software

270 products6,589 reviews

See all 270 products

Rank	Products	Rating	Reviews
1	Google Cloud Natural... Derive insights from unstructured text using Google machine learning. Derive insights from unstructured text using Google machine learning.	4.3/5	182 70 in last year
2	Amazon Comprehend Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to find insights and relationships in text. Amazon... Amazon Comprehend is a natural language processing (NLP) service that uses machine learning to find insights and relationships in text. Amazon...	4.3/5	86 15 in last year
3	Chattermill Chattermill is the AI-native customer feedback analysis and voice of customer platform that unifies fragmented feedback and surfaces what to act on... Chattermill is the AI-native customer feedback analysis and voice of customer platform that unifies fragmented feedback and surfaces what to act on...	4.4/5	252 40 in last year

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Google Cloud Natural...

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Amazon Comprehend

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Chattermill

See all 270 products

Showing top 3 of 270 Text Analysis Software products

Best Time Series Intelligence Software

47 products2,088 reviews

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Rank	Products	Rating	Reviews
1	TrendMiner TrendMiner offers a fast, powerful, and intuitive industrial analytics & AI software platform. With a focus on highly digitized manufacturing... TrendMiner offers a fast, powerful, and intuitive industrial analytics & AI software platform. With a focus on highly digitized manufacturing...	4.6/5	201 22 in last year
2	Nixtla TimeGPT is a cutting-edge foundation model specifically designed for time series forecasting and anomaly detection. This innovative solution... TimeGPT is a cutting-edge foundation model specifically designed for time series forecasting and anomaly detection. This innovative solution...	4.7/5	56 17 in last year
3	Amazon Forecast Amazon Forecast is a fully managed service that uses machine learning to deliver highly accurate forecasts. Amazon Forecast is a fully managed service that uses machine learning to deliver highly accurate forecasts.	4.3/5	102 21 in last year

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Showing top 3 of 47 Time Series Intelligence Software products

Best Visitor Behavior Intelligence Software

59 products1,139 reviews

See all 59 products

Rank	Products	Rating	Reviews
1	Cisco Meraki Cisco Meraki is a cloud-managed IT solutions provider that simplifies the management of complex networks through a centralized, web-based... Cisco Meraki is a cloud-managed IT solutions provider that simplifies the management of complex networks through a centralized, web-based...	4.3/5	219 17 in last year
2	Purple Purple improves the way people connect in the real world. Our identity-based platform runs guest, staff, and multi-tenant WiFi from one place,... Purple improves the way people connect in the real world. Our identity-based platform runs guest, staff, and multi-tenant WiFi from one place,...	4.2/5	46 7 in last year
3	Bloom Intelligence RESTAURANT MARKETING PLATFORM CDP to collect, clean, and centralize guest data. AI-powered marketing automation and reputation management to fuel... RESTAURANT MARKETING PLATFORM CDP to collect, clean, and centralize guest data. AI-powered marketing automation and reputation management to fuel...	4.7/5	24 1 in last year