# Best Embedded Business Intelligence Software *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Embedded business intelligence software provides analytics capabilities within the context of a business application. Software developers can use embedded business intelligence tools to quickly incorporate self-service analytics capabilities into business applications. Additionally, some [business intelligence platforms](https://www.g2.com/categories/business-intelligence-platforms) and [self-service business intelligence software](https://www.g2.com/categories/self-service-business-intelligence) provide the ability to embed dashboards into applications used internally by employees, to allow for easier and more convenient analysis. The tools differ in terms of the degree of embeddability and the extent to which end users can customize the analytics and dashboards. Embedded BI products provide developers with a software development kit for adding analytics functionality to a given application, making it easy to house the analytics inside a proprietary product. While these tools may be sold to enterprise companies to be deployed in internal systems, they are by and large sold to other software companies. Embedded analytics are intended to be used by the average business user within an application, therefore they commonly offer self-service analysis functionality. However, if the product cannot be used as a standalone self-service business intelligence tool in addition to its embedding capability, it only qualifies for the Embedded Business Intelligence category. To qualify for inclusion in the Embedded Business Intelligence category, a product must: - Be able to be sold as an OEM product to other software development companies to be embedded within their application - Be used by developers to embed analytics capabilities inside a business application - Consume data from any source - Allow users to transform data into a useful and relatable model embedded within a business application - Create reports and visualizations with business utility embedded within a business application ## Top Embedded Business Intelligence Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Tableau](https://www.g2.com/products/tableau/reviews) | 4.4/5.0 (3,624 reviews) | Multi-source dashboard embedding inside Salesforce workflows | "[Tableau Makes Business Data Easy to Explore with Interactive Dashboards](https://www.g2.com/survey_responses/tableau-review-13037513)" | | 2 | [Jaspersoft](https://www.g2.com/products/jaspersoft/reviews) | 4.1/5.0 (207 reviews) | Pixel-perfect embedded reporting with scheduled delivery | "[The best reporting tool to get the detailed analysis of a software (Analytics Tool)](https://www.g2.com/survey_responses/jaspersoft-review-11425328)" | | 3 | [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) | 4.3/5.0 (675 reviews) | Pay-per-session embedded analytics on AWS pipelines | "[Fast, Serverless BI with Seamless AWS Integration](https://www.g2.com/survey_responses/amazon-quicksight-review-11692248)" | | 4 | [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) | 4.3/5.0 (595 reviews) | White-labeled multi-tenant embedded analytics delivery | "[Embedded Dashboards and Consistent Metrics That Cut Support Tickets](https://www.g2.com/survey_responses/gooddata-ai-review-13032302)" | | 5 | [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) | 4.1/5.0 (438 reviews) | Governed pixel-perfect reporting inside IBM enterprise ecosystems | "[Powerful Reporting, Less Modern Interface](https://www.g2.com/survey_responses/ibm-cognos-analytics-review-13048146)" | | 6 | [Hex](https://www.g2.com/products/hex-tech-hex/reviews) | 4.5/5.0 (399 reviews) | Code-first notebooks with publishable self-serve apps | "[Effortless Data Analysis with Powerful AI](https://www.g2.com/survey_responses/hex-review-12262172)" | | 7 | [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) | 4.4/5.0 (544 reviews) | Snowflake-native embedded analytics with writeback | "[Easiest BI Tool: Live Snowflake Data in a Spreadsheet-Like Experience](https://www.g2.com/survey_responses/sigma-review-12573150)" | | 8 | [Yellowfin BI](https://www.g2.com/products/yellowfin-bi/reviews) | 4.4/5.0 (418 reviews) | White-labeled multi-tenant analytics embedding for ISVs | "[Yellowfin BI Excels at Data Storytelling, Collaboration, and AI-Assisted Insights](https://www.g2.com/survey_responses/yellowfin-bi-review-12809222)" | | 9 | [Google Chart Tools](https://www.g2.com/products/google-chart-tools/reviews) | 4.2/5.0 (499 reviews) | Google-native embedded charting for web applications | "[Seamless Integration and Easy Creation of Complex Charts](https://www.g2.com/survey_responses/google-chart-tools-review-12661987)" | | 10 | [Domo](https://www.g2.com/products/domo/reviews) | 4.3/5.0 (998 reviews) | Multi-source data embedding with no-code ETL | "[Domo Makes Real-Time Dashboards Effortless with Intuitive ETL and Mobile Metrics](https://www.g2.com/survey_responses/domo-review-13032278)" | ## How Many Embedded Business Intelligence Software Products Does G2 Track? **Total Products under this Category:** 148 ### Category Stats (Jul 2026) - **Average Rating**: 4.43/5 (↑0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Databrain (+2.35%) - Among all products in this category, Databrain recorded the largest rating increase compared to last month *Last updated: July 01, 2026* ## How Does G2 Rank Embedded Business Intelligence Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 18,000+ Authentic Reviews - 148+ 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. ## Which Embedded Business Intelligence Software Is Best for Your Use Case? - **Leader:** [Tableau](https://www.g2.com/products/tableau/reviews) - **Highest Performer:** [Reveal](https://www.g2.com/products/reveal-2022-05-24/reviews) - **Easiest to Use:** [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) - **Top Trending:** [Hex](https://www.g2.com/products/hex-tech-hex/reviews) - **Best Free Software:** [Looker](https://www.g2.com/products/looker/reviews) --- **Sponsored** ### Zoho Analytics Zoho Analytics is a GenAI-powered self-service BI and analytics platform that helps businesses collect, prepare, analyze, and present insights from their data, all within minutes. Integrate with 500+ native data sources, like files, feeds, local and cloud databases, cloud storage, and popular business apps. Clean, transform, enrich, and catalog data with our agentic AI-powered, self-service data preparation and management capabilities. Create and manage complex ETL data pipelines using our visual pipeline builder, process stream data for real-time analytics, and set up a strong metrics layer for quality analysis and management. Zoho Analytics comes with 100+ domain-specific prebuilt reports and dashboards, pre-trained NLQ models, intelligently modeled and blended data across business applications, and lots more. Use our intuitive drag-and-drop visualization builder to build insightful and interactive reports and dashboards using a wide variety of visual components, like charts, widgets, pivot tables, tabular views and more. Generate customized reports and dashboards using simple, natural language with our AI-powered conversational agent, Zia. Ask Zia goes beyond basic reporting; it enables users to perform diagnostic analytics, forecast key metrics, and receive intelligent insights and recommendations. Users can assign tasks and trigger actions just by conversing with our agentic AI, Zia, streamlining their workflows and empowering data-driven decisions. Seamlessly embed Ask Zia into your custom or business applications to deliver contextual insights and actions. Enrich your analysis with automated insights by using our NLG-powered narration engine, Zia Insights. With diagnostic analytics for smarter decision-making, Zia Insights takes automated insights to the next level by bubbling up key drivers for particular business tasks. Enumerate complex business scenarios with what-if analyses, forecast KPIs, uncover trends and patterns with advanced analytical capabilities. Leverage cognitive analysis for keyword extraction and sentiment analysis, and more. Evaluate the best ML models with no-code assistance or develop custom models and functions using Python Code Studio. Zoho Analytics comes with pre-packed ML models (AutoML) that allow you to evaluate and pick the best model for your use case. Alternatively custom models and functions using Python Code Studio Embed our full-fledged analytics platform into other software applications. Craft and present immersive data stories through slideshows or purpose-built analytics portals. Collaborate securely through contextual comment threads and real-time messaging. Zoho Analytics has a robust set of APIs that enables elaborate customization and highly extensible low-code and no-code integration with any technology stack. It also offers a high degree of deployment flexibility (private, public, multi-cloud, and on-premises) and platform extensibility (professional services, partner support, and marketplace). Zoho Analytics is modern and scalable, and it can readily match growing data volumes and usage. Its time-tested and accredited enterprise-grade security features and governance framework ensure continuous data management and stewardship. On top of everything else, the TCO for Zoho Analytics—including licensing, implementation, customization, training, and support—is the lowest in our market. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=622&secure%5Bchosen_at%5D=2026-07-01T22%3A25%3A44Z&secure%5Bdisplayable_resource_id%5D=622&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=622&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3431&secure%5Bresource_id%5D=622&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fembedded-business-intelligence&secure%5Btoken%5D=6f967042582b884e10509529b40ec4dd7a063f7ad3bfd0b9a581ccc4acf12a75&secure%5Burl%5D=https%3A%2F%2Fwww.zoho.com%2Fanalytics%2Fembedded-analytics.html%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3DEmbedded_BI&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Embedded Business Intelligence Software Products in 2026? ### 1. [Tableau](https://www.g2.com/products/tableau/reviews) Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into actionable insights. With our flexible, interoperable platform, you can: Turn data into action at scale with human and agent collaboration. Tableau Next delivers agentic AI for faster data-insight-action workflows. It surfaces insights, provides proactive recommendations, and helps you take action in the flow of work. Scale data-driven insights with complete operational confidence. Tableau Cloud enables fully managed analytics at scale. It accelerates your time to value and gives you access to the latest AI-powered innovations. Deploy visual, self-service analytics with unmatched control and flexibility. Tableau Server meets your organization's governance and security needs. It provides enterprise-grade, self-service analytics on-premise or in your private cloud. **Average Rating:** 4.4/5.0 **Total Reviews:** 3,624 **How Do G2 Users Rate Tableau?** - **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.3/10 (Category avg: 8.3/10) - **Reports Interface:** 8.7/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.5/10 (Category avg: 8.5/10) **Who Is the Company Behind Tableau?** - **Seller:** [Salesforce](https://www.g2.com/sellers/salesforce) - **Company Website:** https://www.salesforce.com/ - **Year Founded:** 1999 - **HQ Location:** San Francisco, CA - **Twitter:** @salesforce (579,511 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3185/ (83,223 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Business Analyst - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 41% Enterprise, 36% Mid-Market #### What Are Tableau's Pros and Cons? **Pros:** - Ease of Use (634 reviews) - Data Visualization (544 reviews) - Visualization (412 reviews) - Features (340 reviews) - Intuitive (309 reviews) **Cons:** - Learning Curve (275 reviews) - Learning Difficulty (234 reviews) - Expensive (217 reviews) - Slow Performance (151 reviews) - Difficulty (135 reviews) ### What Do G2 Reviewers Say About Tableau? *AI-generated summary from verified user reviews* **Pros:** - Users commend Tableau for its **ease of use** , enabling quick, clear data visualizations and smooth integration with Salesforce. - Users value Tableau's **interactive data visualization** features, enhancing performance tracking and decision-making through clear dashboards. - Users love Tableau for its **powerful data visualization** and intuitive interface, making complex data easy to understand. - Users love Tableau for its **ease of use** and ability to generate high-quality, engaging reports effortlessly. - Users find Tableau’s **intuitive design** empowering, allowing easy creation of interactive dashboards and insightful data visualizations. **Cons:** - Users find the **learning curve steep** in Tableau, making onboarding and integration with Salesforce challenging. - Users find **learning difficulties** with Tableau, especially in collaboration, calculations, and switching from familiar tools like MS products. - Users find Tableau to be **expensive** , often questioning its value compared to alternative visualization tools. - Users often face **slow performance** with Tableau when handling large datasets or during data refresh, leading to frustration. - Users find the **onboarding process complex** , often making simple tasks unnecessarily difficult due to high customization. #### What Are Recent G2 Reviews of Tableau? **"[Tableau Makes Business Data Easy to Explore with Interactive Dashboards](https://www.g2.com/survey_responses/tableau-review-13037513)"** **Rating:** 4.0/5.0 stars *— Vinodh Kumar E.* [Read full review](https://www.g2.com/survey_responses/tableau-review-13037513) --- **"[A Great Tool for Everyday Data Analysis](https://www.g2.com/survey_responses/tableau-review-13035194)"** **Rating:** 5.0/5.0 stars *— Sahithya S.* [Read full review](https://www.g2.com/survey_responses/tableau-review-13035194) --- #### What Are G2 Users Discussing About Tableau? - [How are business intelligence professionals using Tableau's latest visualization tools to interpret complex data sets?](https://www.g2.com/discussions/how-are-business-intelligence-professionals-using-tableau-s-latest-visualization-tools-to-interpret-complex-data-sets) - 2 comments - [What is Salesforce CRM Analytics (formerly Tableau CRM) used for?](https://www.g2.com/discussions/what-is-salesforce-crm-analytics-formerly-tableau-crm-used-for) - [Do I need Tableau Desktop if I have Tableau Server?](https://www.g2.com/discussions/tableau-do-i-need-tableau-desktop-if-i-have-tableau-server) - 2 comments - [Do I need Tableau Desktop if I have Tableau Server?](https://www.g2.com/discussions/do-i-need-tableau-desktop-if-i-have-tableau-server) - 2 comments - [What's New in Tableau Server?](https://www.g2.com/discussions/what-s-new-in-tableau-server) - 1 comment ### 2. [Jaspersoft](https://www.g2.com/products/jaspersoft/reviews) Jaspersoft is a reporting and embedded analytics solution that enables flexibility, increases productivity, and gives your business the power to seamlessly integrate data into your applications exactly how you want. Their robust reporting engine allows users to create "pixel-perfect" reports in multiple formats (PDF, Excel, HTML) for scalable distribution. It also can empower business users with ad-hoc reporting capabilities, enabling custom reports and visualizations without extensive technical knowledge. Deployable across on-premises, private, or hybrid cloud environments, and compatible with major providers like AWS, Azure, and Google Cloud, Jaspersoft helps businesses make data-driven decisions. Having a ready-to-use, customizable platform for business intelligence helps reduce the burden on development teams and allows users to easily create, manage, and deliver actionable insights directly within the applications they rely on. **Average Rating:** 4.1/5.0 **Total Reviews:** 207 **How Do G2 Users Rate Jaspersoft?** - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.7/10 (Category avg: 8.3/10) - **Reports Interface:** 8.1/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.1/10 (Category avg: 8.5/10) **Who Is the Company Behind Jaspersoft?** - **Seller:** [Cloud Software Group](https://www.g2.com/sellers/cloud-software-group) - **Company Website:** https://www.cloud.com/ - **HQ Location:** Fort Lauderdale, FL - **Twitter:** @cloudsoftware (124 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cloudsoftwaregroup/ (9,527 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Senior Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 49% Mid-Market, 31% Enterprise #### What Are Jaspersoft's Pros and Cons? **Pros:** - Report Generation (39 reviews) - Ease of Use (33 reviews) - Customization (18 reviews) - Performance (17 reviews) - Customer Support (14 reviews) **Cons:** - Poor UI (12 reviews) - Slow Performance (12 reviews) - Large Data Handling (10 reviews) - Learning Curve (10 reviews) - Performance Issues (9 reviews) ### What Do G2 Reviewers Say About Jaspersoft? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **high-quality report generation** in Jaspersoft, benefiting from clarity, customization, and ease of use. - Users value the **ease of use** of Jaspersoft, benefiting from intuitive reporting and effortless scheduling and exporting. - Users value the **customization capabilities** of Jaspersoft, enjoying easy navigation and advanced report features. - Users value the **high performance** of Jaspersoft, efficiently handling large data and providing customizable reports. - Users value the **responsive and knowledgeable customer support** that enhances their experience with Jaspersoft. **Cons:** - Users find the **UI outdated and unintuitive** , making it challenging for new users to navigate effectively. - Users express concerns about **slow performance** with large datasets, which hampers efficiency and usability in Jaspersoft. - Users experience **slowed performance with large datasets** , struggling with query execution and report generation efficiency. - Users face a **steep learning curve** with Jaspersoft, making it challenging to master advanced features and report design. - Users point out **performance issues** with Jaspersoft, especially when handling large datasets and generating reports. #### What Are Recent G2 Reviews of Jaspersoft? **"[The best reporting tool to get the detailed analysis of a software (Analytics Tool)](https://www.g2.com/survey_responses/jaspersoft-review-11425328)"** **Rating:** 5.0/5.0 stars *— JISHNU K.* [Read full review](https://www.g2.com/survey_responses/jaspersoft-review-11425328) --- **"[Flexible Reporting with Export Limitations](https://www.g2.com/survey_responses/jaspersoft-review-11428195)"** **Rating:** 4.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/jaspersoft-review-11428195) --- #### What Are G2 Users Discussing About Jaspersoft? - [What is TIBCO Jaspersoft used for?](https://www.g2.com/discussions/what-is-tibco-jaspersoft-used-for) - 1 comment - [How do you use Tibco Jaspersoft Studio?](https://www.g2.com/discussions/how-do-you-use-tibco-jaspersoft-studio) - [Is Tibco jaspersoft free?](https://www.g2.com/discussions/is-tibco-jaspersoft-free) - [What is jaspersoft used for?](https://www.g2.com/discussions/what-is-jaspersoft-used-for) - 1 comment - [What is Tibco Jaspersoft?](https://www.g2.com/discussions/what-is-tibco-jaspersoft) - 1 comment ### 3. [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) Amazon QuickSight is a cloud-based unified business intelligence (BI) service at hyperscale. With QuickSight, all users can meet varying analytic needs from the same source of truth through modern interactive dashboards, paginated reports, natural language queries and embedded analytics. With Amazon Q in QuickSight, business analysts and business users can use natural language to build, discover, and share meaningful insights in seconds, turning insights into impact faster. Over 100,000 customers use Amazon QuickSight. Learn more at https://quicksight.aws **Average Rating:** 4.3/5.0 **Total Reviews:** 675 **How Do G2 Users Rate Amazon QuickSight?** - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.0/10 (Category avg: 8.3/10) - **Reports Interface:** 8.2/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.0/10 (Category avg: 8.5/10) **Who Is the Company Behind Amazon QuickSight?** - **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) - **Year Founded:** 2006 - **HQ Location:** Seattle, WA - **Twitter:** @awscloud (2,232,483 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Who Uses This Product?** - **Who Uses This:** Data Analyst, Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 40% Small-Business, 37% Mid-Market #### What Are Amazon QuickSight's Pros and Cons? **Pros:** - Integrations (69 reviews) - Ease of Use (62 reviews) - Easy Integrations (57 reviews) - Data Visualization (41 reviews) - Dashboard Management (39 reviews) **Cons:** - Limited Customization (62 reviews) - Learning Curve (36 reviews) - Limited Visualization (26 reviews) - Missing Features (20 reviews) - Poor Interface Design (20 reviews) ### What Do G2 Reviewers Say About Amazon QuickSight? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **seamless integration with AWS services** in Amazon QuickSight, enhancing their dashboard creation experience. - Users appreciate the **ease of use** of Amazon QuickSight, valuing its seamless integration with AWS and user-friendly interface. - Users appreciate the **easy integrations** of Amazon QuickSight, enhancing convenience with AWS services and reducing development overhead. - Users appreciate the **interactive dashboards and data visualization** capabilities of Amazon QuickSight for real-time insights and reporting. - Users enjoy the **user-friendly dashboard management** in Amazon QuickSight, enabling efficient data visualization and insights sharing. **Cons:** - Users find **limited customization options** in Amazon QuickSight restrict their ability to tailor dashboards effectively. - Users find the **learning curve steep** for Amazon QuickSight, requiring prior AWS knowledge for effective use. - Users feel the **limited visualization options** in QuickSight hinder customization and advanced interactivity in dashboards. - Users note the **missing features** in Amazon QuickSight compared to competitors like Power BI and Tableau, limiting customization. - Users find the **poor interface design** of Amazon QuickSight hampers usability and limits deeper customization options. #### What Are Recent G2 Reviews of Amazon QuickSight? **"[Fast, Serverless BI with Seamless AWS Integration](https://www.g2.com/survey_responses/amazon-quicksight-review-11692248)"** **Rating:** 4.5/5.0 stars *— Jawher S.* [Read full review](https://www.g2.com/survey_responses/amazon-quicksight-review-11692248) --- **"[Turns Raw Data into Interactive Dashboards for Better Trend Monitoring](https://www.g2.com/survey_responses/amazon-quicksight-review-12740199)"** **Rating:** 4.0/5.0 stars *— Aviral G.* [Read full review](https://www.g2.com/survey_responses/amazon-quicksight-review-12740199) --- #### What Are G2 Users Discussing About Amazon QuickSight? - [What is Amazon QuickSight used for?](https://www.g2.com/discussions/what-is-amazon-quicksight-used-for) - 2 comments, 1 upvote - [What is new in QuickSight?](https://www.g2.com/discussions/what-is-new-in-quicksight) - 1 comment, 1 upvote - [Is AWS QuickSight free?](https://www.g2.com/discussions/is-aws-quicksight-free) - 2 comments, 1 upvote - [How does AWS QuickSight work?](https://www.g2.com/discussions/how-does-aws-quicksight-work) - 2 comments, 1 upvote - [What is Amazon QuickSight?](https://www.g2.com/discussions/what-is-amazon-quicksight) - 2 comments, 1 upvote ### 4. [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) GoodData is the full-stack, AI-native decision intelligence platform that helps businesses turn data into actionable, enterprise-grade insights. Designed for governed, scalable analytics, GoodData enables organizations to build, operationalize, and embed decisions, workflows, and AI agents directly within products and business workflows. The platform combines Analytics as Code, a governed semantic and metrics layer, APIs, SDKs, and open AI interoperability to help teams create composable analytics and AI experiences across products, workflows, and customer environments. From embedded analytics and dashboards to assistants, AI workflows, and interoperable agents, GoodData gives teams the foundation to move from insight to action with governance, performance, and deployment flexibility built in. Today, GoodData serves over 140,000 companies and 3.2 million users worldwide. **Average Rating:** 4.3/5.0 **Total Reviews:** 595 **How Do G2 Users Rate GoodData.AI?** - **Has the product been a good partner in doing business?:** 8.4/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.3/10 (Category avg: 8.3/10) - **Reports Interface:** 8.6/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind GoodData.AI?** - **Seller:** [GoodData.AI](https://www.g2.com/sellers/gooddata-ai) - **Company Website:** https://www.gooddata.ai/ - **Year Founded:** 2007 - **HQ Location:** San Francisco, CA - **Twitter:** @gooddata (1 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/202760/ (282 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Product Manager - **Top Industries:** Computer Software, Consumer Services - **Company Size:** 44% Mid-Market, 40% Small-Business #### What Are GoodData.AI's Pros and Cons? **Pros:** - Ease of Use (51 reviews) - Data Visualization (34 reviews) - Integrations (33 reviews) - Intuitive (29 reviews) - Easy Integrations (27 reviews) **Cons:** - Learning Curve (27 reviews) - Missing Features (19 reviews) - Learning Difficulty (18 reviews) - Complexity (12 reviews) - Limited Customization (12 reviews) ### What Do G2 Reviewers Say About GoodData.AI? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of GoodData.AI, facilitating quick report creation and seamless integration with data systems. - Users value the **clean and customizable dashboards** of GoodData.AI, facilitating clear data presentation for all users. - Users appreciate the **seamless integrations** of GoodData.AI, enabling quick deployment and effective data analysis. - Users find GoodData.AI to be **easy and intuitive** , enabling quick familiarity and seamless data visualization creation. - Users value the **easy integrations** of GoodData.AI, enabling swift data connection and streamlined analysis processes. **Cons:** - Users experience a **steep learning curve** with GoodData, making quick adaptations to business needs challenging. - Users express frustration over **missing features** , especially in documentation and graphical reporting capabilities compared to competitors. - Users find the **learning difficulty** of GoodData.AI challenging, particularly with database connections and data model complexities. - Users find the **complexity** of GoodData.AI challenging, especially during initial setup and data modeling tasks. - Users find the **limited customization options** of GoodData.AI frustrating, impacting their ability to tailor reports effectively. #### What Are Recent G2 Reviews of GoodData.AI? **"[Mosaic & Semantic Layer Unite Our Data, Plus Helpful AI Dashboard Suggestions](https://www.g2.com/survey_responses/gooddata-ai-review-12912613)"** **Rating:** 5.0/5.0 stars *— Jeff P.* [Read full review](https://www.g2.com/survey_responses/gooddata-ai-review-12912613) --- **"[Embedded Dashboards and Consistent Metrics That Cut Support Tickets](https://www.g2.com/survey_responses/gooddata-ai-review-13032302)"** **Rating:** 5.0/5.0 stars *— Yash G.* [Read full review](https://www.g2.com/survey_responses/gooddata-ai-review-13032302) --- ### 5. [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) IBM Cognos Analytics is a business intelligence and analytics solution that uses agentic AI to help teams transform trusted data into actionable insights, build governed analytical applications, and make better decisions. Teams can explore data, monitor KPIs, analyze performance, forecast trends, and share insights across the business. The solution is built for business leaders, analysts, report authors, IT teams, and data governance teams that need governed reporting, self-service analytics, data modeling, and flexible deployment options. Common use cases include enterprise reporting, operational reporting, financial reporting, dashboarding, performance management, forecasting, and governed self-service analytics. It supports both centralized BI teams and distributed users who need consistent access to trusted analytics. Key capabilities: 1. Create governed reports and dashboards: Build, schedule, distribute, and manage reports, dashboards, and visualizations for teams, executives, and stakeholders. Support routine reporting, business reviews, and purpose-built analytical applications with consistent information. 2. Explore data with control: Use self-service analytics, certified data models, governed metrics, access controls, and auditability to keep reporting consistent across teams and departments. 3. Analyze and forecast faster: Use natural-language assistance, automated insights, and forecasting to help users understand data faster in supported versions and deployments. 4. Put Reporting Agents to work: Use agentic AI capabilities in supported versions and deployments to find reports, summarize results, share insights, and create or refine reports using natural language. 5. Deploy where the business needs it: Run Cognos Analytics in on-premises, IBM-hosted, hybrid, or certified container environments to align with infrastructure, security, and governance requirements. Cognos Analytics helps organizations reduce repetitive reporting work, improve consistency across metrics and dashboards, and make governed data analytics easier to access across the business. **Average Rating:** 4.1/5.0 **Total Reviews:** 438 **How Do G2 Users Rate IBM Cognos Analytics?** - **Has the product been a good partner in doing business?:** 7.8/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.6/10 (Category avg: 8.3/10) - **Reports Interface:** 8.0/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.1/10 (Category avg: 8.5/10) **Who Is the Company Behind IBM Cognos Analytics?** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Company Website:** https://www.ibm.com - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity (74,660 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Analyst - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 57% Enterprise, 26% Mid-Market #### What Are IBM Cognos Analytics's Pros and Cons? **Pros:** - Ease of Use (20 reviews) - Report Generation (11 reviews) - Dashboard Management (9 reviews) - Analytics (8 reviews) - Dashboard Customization (8 reviews) **Cons:** - Learning Curve (9 reviews) - Complexity (5 reviews) - Complex Usage (5 reviews) - Learning Difficulty (5 reviews) - Report Issues (5 reviews) ### What Do G2 Reviewers Say About IBM Cognos Analytics? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of IBM Cognos Analytics, enabling quick data transformation and intuitive navigation. - Users appreciate the **powerful report generation** capabilities of IBM Cognos Analytics, enhancing their data analysis experience. - Users admire the **ease of building complex dashboards** quickly, empowering novice data users to create impactful reports. - Users appreciate the **powerful analytics capabilities** of IBM Cognos Analytics, enabling insightful data visualization and user-friendly customization. - Users value the **dashboard customization** in Cognos Analytics, making complex data visualization straightforward and effective. **Cons:** - Users find the **steep learning curve** challenging, requiring significant time and training to navigate IBM Cognos Analytics effectively. - Users find the **complexity** of IBM Cognos Analytics challenging, requiring extensive training to build effective reports. - Users find the **complex usage** of IBM Cognos Analytics to be cumbersome and challenging when creating reports. - Users find it **difficult to learn and navigate** IBM Cognos Analytics, especially in locating historical reports and building functionalities. - Users find it challenging to locate **historical reports** , making it tough for novices to use the reporting module. #### What Are Recent G2 Reviews of IBM Cognos Analytics? **"[Powerful Reporting, Less Modern Interface](https://www.g2.com/survey_responses/ibm-cognos-analytics-review-13048146)"** **Rating:** 4.0/5.0 stars *— Nunna Sai .* [Read full review](https://www.g2.com/survey_responses/ibm-cognos-analytics-review-13048146) --- **"[Powerful, Scalable Analytics with Interactive Dashboards and Strong Governance](https://www.g2.com/survey_responses/ibm-cognos-analytics-review-12770018)"** **Rating:** 4.0/5.0 stars *— Arkajit D.* [Read full review](https://www.g2.com/survey_responses/ibm-cognos-analytics-review-12770018) --- #### What Are G2 Users Discussing About IBM Cognos Analytics? - [What is IBM Cognos Analytics with Watson used for?](https://www.g2.com/discussions/what-is-ibm-cognos-analytics-with-watson-used-for) - 1 comment ### 6. [Hex](https://www.g2.com/products/hex-tech-hex/reviews) 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 context, in one AI-powered platform. Get started now \> https://app.hex.tech/signup?source=g2 Get a demo \> https://hex.tech/request-a-demo/?source=g2 **Average Rating:** 4.5/5.0 **Total Reviews:** 399 **How Do G2 Users Rate Hex?** - **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.6/10 (Category avg: 8.3/10) - **Reports Interface:** 8.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 7.7/10 (Category avg: 8.5/10) **Who Is the Company Behind Hex?** - **Seller:** [Hex Tech](https://www.g2.com/sellers/hex-tech) - **Company Website:** https://hex.tech/ - **Year Founded:** 2019 - **HQ Location:** San Francisco, US - **Twitter:** @_hex_tech (6,982 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/hex-technologies/ (249 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Data Scientist - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 53% Mid-Market, 22% Small-Business #### What Are Hex's Pros and Cons? **Pros:** - Ease of Use (114 reviews) - SQL Queries (73 reviews) - Data Management (69 reviews) - SQL Querying (66 reviews) - Data Analysis (55 reviews) **Cons:** - Limited Features (43 reviews) - Missing Features (39 reviews) - Lacking Features (35 reviews) - Slow Performance (28 reviews) - Data Management Issues (27 reviews) ### What Do G2 Reviewers Say About Hex? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** in Hex, appreciating its seamless data integration and user-friendly setup. - Users love the **s seamless integration of SQL and Python** , enhancing their analytical workflows effortlessly. - Users highlight the **seamless data management** capabilities of Hex, enhancing collaboration and integration with multiple databases. - Users appreciate the **effortless SQL and Python integration** in Hex, enhancing their data analysis experience significantly. - Users appreciate the **seamless data analysis capabilities** of Hex, enabling complex tasks with interactive, user-friendly tools. **Cons:** - Users highlight the **limited features** of Hex, noting restrictions in editing capabilities and dashboard functionalities. - Users find the **missing features** in Hex frustrating, particularly the lack of saved results and inadequate visualizations. - Users find Hex **lacking essential features** , particularly in dashboarding and advanced data manipulation capabilities. - Users often experience **slow performance** with Hex, including crashes and limitations in computational capacity. - Users face **data management issues** with Hex, including failed runs and unhelpful customer support for troubleshooting. #### What Are Recent G2 Reviews of Hex? **"[Amazing AI and SQL Autocomplete That Speeds Up My Work](https://www.g2.com/survey_responses/hex-review-12687305)"** **Rating:** 4.0/5.0 stars *— Paco R.* [Read full review](https://www.g2.com/survey_responses/hex-review-12687305) --- **"[Effortless Data Analysis with Powerful AI](https://www.g2.com/survey_responses/hex-review-12262172)"** **Rating:** 5.0/5.0 stars *— Hunter P.* [Read full review](https://www.g2.com/survey_responses/hex-review-12262172) --- #### What Are G2 Users Discussing About Hex? - [What is Hex Technologies used for?](https://www.g2.com/discussions/what-is-hex-technologies-used-for) ### 7. [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) Sigma is the AI apps and analytics platform connected to the cloud data warehouse. Using Sigma, business and technical teams can build intelligent, production-ready AI apps that accelerate and automate operational workflows. Sigma provides a spreadsheet interface, SQL and Python editors, visual builders, and native AI to help teams turn live data into interactive applications, analysis, reports, and embedded experiences. **Average Rating:** 4.4/5.0 **Total Reviews:** 544 **How Do G2 Users Rate Sigma?** - **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.4/10 (Category avg: 8.3/10) - **Reports Interface:** 8.6/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.7/10 (Category avg: 8.5/10) **Who Is the Company Behind Sigma?** - **Seller:** [Sigma Computing](https://www.g2.com/sellers/sigma-computing) - **Company Website:** https://www.sigmacomputing.com/ - **Year Founded:** 2014 - **HQ Location:** San Francisco, California - **Twitter:** @sigmacomputing (1,556 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/7801411/ (1,415 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Customer Success Manager - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 58% Mid-Market, 21% Enterprise #### What Are Sigma's Pros and Cons? **Pros:** - Ease of Use (73 reviews) - User Interface (29 reviews) - Customer Support (27 reviews) - Data Visualization (27 reviews) - Data Handling (26 reviews) **Cons:** - Slow Loading (23 reviews) - Slow Performance (22 reviews) - Limited Customization (20 reviews) - Learning Curve (17 reviews) - Missing Features (14 reviews) ### What Do G2 Reviewers Say About Sigma? *AI-generated summary from verified user reviews* **Pros:** - Users highlight Sigma's **simplicity and intuitiveness** , enabling a smooth learning experience and quick setup. - Users value the **ease of integration** and intuitive interface of Sigma, enhancing collaboration and data accessibility. - Users commend Sigma's **excellent customer support** , appreciating their quick responses and helpful assistance throughout the usage experience. - Users find Sigma’s **data visualization capabilities** invaluable for creating critical dashboards and simplifying data processing. - Users value the **easy data aggregation** capabilities of Sigma, enhancing their data processing and visualization experience. **Cons:** - Users experience **slow loading times** with Sigma, leading to inefficiencies and frustrations compared to other products. - Users experience **slow performance** with Sigma, facing glitches and delays when working with large data sources. - Users find **limited customization** frustrating, wishing for more flexibility in visuals, layouts, and data handling. - Users note a **steep learning curve** initially, requiring guidance to create dashboards effectively in Sigma. - Users find the **missing features** in Sigma, such as limited visualizations and functionality, can hinder their workflow. #### What Are Recent G2 Reviews of Sigma? **"[Easiest BI Tool: Live Snowflake Data in a Spreadsheet-Like Experience](https://www.g2.com/survey_responses/sigma-review-12573150)"** **Rating:** 4.0/5.0 stars *— Keerthan P.* [Read full review](https://www.g2.com/survey_responses/sigma-review-12573150) --- **"[Sigma unlocks data value for our organization](https://www.g2.com/survey_responses/sigma-review-10895340)"** **Rating:** 5.0/5.0 stars *— Austin M.* [Read full review](https://www.g2.com/survey_responses/sigma-review-10895340) --- #### What Are G2 Users Discussing About Sigma? - [What is Sigma used for?](https://www.g2.com/discussions/what-is-sigma-used-for) - 1 comment ### 8. [Yellowfin BI](https://www.g2.com/products/yellowfin-bi/reviews) Yellowfin is the only analytics suite that successfully combines action based dashboards with industry-leading automated analysis and data storytelling. By delivering the best analytical experience, Yellowfin provides your users with unique ways to engage with and act on their data, and addresses the needs of data analysts, business users, customers and developers who want to build, deploy or use amazing analytical experiences. Analytics for software companies Integrate and embed analytics with a difference into your app, your way \* Replace legacy or home grown reporting tools \* Embed a modern self-service analytics suite \* Deliver an exceptional customer experience Analytics for enterprise Get more value from your data in new and innovative ways \* Migrate from spreadsheets to a modern analytics platform \* Replace legacy BI applications \* Embed analytics into operational workflows Analytical Application Builders Leverage your domain expertise to create data products that delight \* Create unique data driven applications \* Close the loop on analytics \* Deliver insights as a service **Average Rating:** 4.4/5.0 **Total Reviews:** 418 **How Do G2 Users Rate Yellowfin BI?** - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.0/10 (Category avg: 8.3/10) - **Reports Interface:** 8.6/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind Yellowfin BI?** - **Seller:** [Yellowfin](https://www.g2.com/sellers/yellowfin) - **Year Founded:** 2003 - **HQ Location:** Austin, Texas - **Twitter:** @YellowfinBI (5,783 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/358856/ (63 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** General Manager, Business Analyst - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 46% Small-Business, 35% Mid-Market #### What Are Yellowfin BI's Pros and Cons? **Pros:** - Ease of Use (98 reviews) - Data Visualization (47 reviews) - Dashboard Customization (35 reviews) - Intuitive (32 reviews) - Report Generation (32 reviews) **Cons:** - Learning Curve (42 reviews) - Slow Performance (30 reviews) - Large Data Handling (29 reviews) - Performance Issues (22 reviews) - Limited Customization (17 reviews) ### What Do G2 Reviewers Say About Yellowfin BI? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **user-friendly interface** of Yellowfin BI, enabling easy dashboard and report creation without technical expertise. - Users commend the **stunning and customizable visualizations** of Yellowfin BI, enhancing their data communication and insights. - Users appreciate the **intuitive dashboard customization** in Yellowfin BI, enhancing user experience and insightful reporting. - Users find Yellowfin BI incredibly **intuitive** , enhancing their efficiency with clear insights and user-friendly design. - Users value the **easy and powerful report generation** in Yellowfin BI, facilitating effortless data understanding and collaboration. **Cons:** - Users face a **steep learning curve** for advanced features, requiring technical skills for initial setup and customization. - Users experience **slow performance** during report exports, often leading to crashes with large datasets. - Users experience **performance issues** with large data handling, particularly during filter refresh and report exports. - Users experience significant **performance issues** with Yellowfin BI, especially when managing large datasets and exporting reports. - Users find Yellowfin BI has **limited customization** options, which may not meet the needs of advanced analytics enthusiasts. #### What Are Recent G2 Reviews of Yellowfin BI? **"[Brilliant Data Storytelling and Robust Dashboards with Yellowfin BI](https://www.g2.com/survey_responses/yellowfin-bi-review-12827644)"** **Rating:** 4.5/5.0 stars *— Luciana S.* [Read full review](https://www.g2.com/survey_responses/yellowfin-bi-review-12827644) --- **"[Yellowfin BI Excels at Data Storytelling, Collaboration, and AI-Assisted Insights](https://www.g2.com/survey_responses/yellowfin-bi-review-12809222)"** **Rating:** 4.5/5.0 stars *— Rinalon E.* [Read full review](https://www.g2.com/survey_responses/yellowfin-bi-review-12809222) --- #### What Are G2 Users Discussing About Yellowfin BI? - [What is Yellowfin BI used for?](https://www.g2.com/discussions/what-is-yellowfin-bi-used-for) - [What should I look for in a BI tool?](https://www.g2.com/discussions/what-should-i-look-for-in-a-bi-tool) - [What is the best BI software?](https://www.g2.com/discussions/what-is-the-best-bi-software) - 1 comment - [What are the benefits of business intelligence?](https://www.g2.com/discussions/what-are-the-benefits-of-business-intelligence) - [What are the features of Business Intelligence?](https://www.g2.com/discussions/what-are-the-features-of-business-intelligence) ### 9. [Google Chart Tools](https://www.g2.com/products/google-chart-tools/reviews) Interactive Charts and Data Tools. **Average Rating:** 4.2/5.0 **Total Reviews:** 499 **How Do G2 Users Rate Google Chart Tools?** - **Has the product been a good partner in doing business?:** 8.1/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.9/10 (Category avg: 8.3/10) - **Reports Interface:** 8.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind Google Chart Tools?** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,899,995 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Who Uses This Product?** - **Who Uses This:** Research Assistant, Manager - **Top Industries:** Higher Education, Education Management - **Company Size:** 44% Small-Business, 29% Enterprise #### What Are Google Chart Tools's Pros and Cons? **Pros:** - Data Visualization (1 reviews) - Ease of Use (1 reviews) - Integrations (1 reviews) - Interactivity (1 reviews) **Cons:** - Limited Customization (1 reviews) - Limited Features (1 reviews) - Update Issues (1 reviews) ### What Do G2 Reviewers Say About Google Chart Tools? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **effortless data visualization** by Google Chart Tools, creating interactive charts with minimal coding. - Users appreciate the **ease of use** of Google Chart Tools, enabling effortless creation of interactive charts. - Users appreciate the **seamless integration** of Google Chart Tools with Google Sheets, enhancing their data visualization experience. - Users appreciate the **effortless interactivity** of Google Chart Tools for easily transforming data into engaging charts. **Cons:** - Users find the **limited customization options** of Google Chart Tools disappointing for advanced charting needs and flexibility. - Users find the **limited customization options** of Google Chart Tools frustrating for advanced charting needs and variety. - Users are frustrated by the **lack of recent updates** and limited customization options in Google Chart Tools. #### What Are Recent G2 Reviews of Google Chart Tools? **"[Effortless Data Visualization and Seamless Google Integration](https://www.g2.com/survey_responses/google-chart-tools-review-12195067)"** **Rating:** 5.0/5.0 stars *— Tiwari S.* [Read full review](https://www.g2.com/survey_responses/google-chart-tools-review-12195067) --- **"[Seamless Integration and Easy Creation of Complex Charts](https://www.g2.com/survey_responses/google-chart-tools-review-12661987)"** **Rating:** 5.0/5.0 stars *— Millen M.* [Read full review](https://www.g2.com/survey_responses/google-chart-tools-review-12661987) --- #### What Are G2 Users Discussing About Google Chart Tools? - [What is Google Chart Tools used for?](https://www.g2.com/discussions/what-is-google-chart-tools-used-for) - 2 comments, 1 upvote - [What Google program makes graphs?](https://www.g2.com/discussions/what-google-program-makes-graphs) - [Is Google Chart open source?](https://www.g2.com/discussions/is-google-chart-open-source) - [How do I use Google charts?](https://www.g2.com/discussions/how-do-i-use-google-charts) - [Are Google charts free?](https://www.g2.com/discussions/are-google-charts-free) ### 10. [Domo](https://www.g2.com/products/domo/reviews) Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions. **Average Rating:** 4.3/5.0 **Total Reviews:** 998 **How Do G2 Users Rate Domo?** - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.9/10 (Category avg: 8.3/10) - **Reports Interface:** 8.5/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind Domo?** - **Seller:** [Domo](https://www.g2.com/sellers/domo) - **Company Website:** https://www.domo.com - **Year Founded:** 2010 - **HQ Location:** American Fork, UT - **Twitter:** @Domotalk (63,513 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/25237/ (1,305 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Business Analyst - **Top Industries:** Computer Software, Marketing and Advertising - **Company Size:** 49% Mid-Market, 29% Enterprise #### What Are Domo's Pros and Cons? **Pros:** - Ease of Use (247 reviews) - Data Visualization (116 reviews) - Intuitive (95 reviews) - Easy Integrations (92 reviews) - Integrations (88 reviews) **Cons:** - Learning Curve (66 reviews) - Missing Features (59 reviews) - Data Management Issues (55 reviews) - Expensive (44 reviews) - Complexity (43 reviews) ### What Do G2 Reviewers Say About Domo? *AI-generated summary from verified user reviews* **Pros:** - Users find Domo's **ease of use** beneficial, allowing non-tech savvy individuals to access and utilize data efficiently. - Users love the **flexible dashboards** of Domo, which simplify data visualization and enhance decision-making processes. - Users appreciate the **intuitive design** of Domo, making data management accessible for all skill levels. - Users value the **easy integrations** of Domo, allowing seamless data connectivity across various platforms for enhanced management. - Users value the **seamless integration** capabilities of Domo, enhancing their data management and decision-making processes. **Cons:** - Users find the **learning curve steep** , often needing to adapt to new features and manage glitches effectively. - Users find Domo lacks **key features** like flexible pivot charts and a clear consumption model, hindering usability. - Users face **data management issues** with Domo, citing unreliable connectors and challenges in generating accurate reports. - Users express concern about Domo's **expensive pricing** , citing drastic increases and lack of transparency in billing. - Users find Domo to be **complex and rigid** , making fast dataset changes and management difficult and time-consuming. #### What Are Recent G2 Reviews of Domo? **"[Interactive Real-Time Dashboards That Make Complex Data Easy](https://www.g2.com/survey_responses/domo-review-13003120)"** **Rating:** 5.0/5.0 stars *— Anil B.* [Read full review](https://www.g2.com/survey_responses/domo-review-13003120) --- **"[Domo Makes Real-Time Dashboards Effortless with Intuitive ETL and Mobile Metrics](https://www.g2.com/survey_responses/domo-review-13032278)"** **Rating:** 5.0/5.0 stars *— Karthik S.* [Read full review](https://www.g2.com/survey_responses/domo-review-13032278) --- #### What Are G2 Users Discussing About Domo? - [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment - [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost) - [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data) - [Is Domo any good?](https://www.g2.com/discussions/is-domo-any-good) - [What does Domo software do?](https://www.g2.com/discussions/what-does-domo-software-do) ### 11. [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) Oracle Analytics Cloud is a comprehensive cloud analytics platform that empowers you to fundamentally change how you analyze and act on information. Empower leaders, analysts, and IT to access data from wherever they are, even using mobile devices. Oracle Analytics Cloud helps organizations discover unique insights faster with machine learning. With augmented analytics, combine data from across your organization with third-party data and automate important and time-consuming tasks such as data preparation, visualization, forecasting, and reporting. **Average Rating:** 4.1/5.0 **Total Reviews:** 293 **How Do G2 Users Rate Oracle Analytics Cloud?** - **Has the product been a good partner in doing business?:** 7.8/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.9/10 (Category avg: 8.3/10) - **Reports Interface:** 8.4/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind Oracle Analytics Cloud?** - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle (827,997 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (208,078 employees on LinkedIn®) - **Ownership:** NYSE:ORCL **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 61% Enterprise, 27% Mid-Market #### What Are Oracle Analytics Cloud's Pros and Cons? **Pros:** - Analytics (3 reviews) - Data Visualization (3 reviews) - Ease of Use (3 reviews) - Flexibility (2 reviews) - Integrations (2 reviews) **Cons:** - Learning Curve (4 reviews) - Complexity (2 reviews) - Complex Usage (2 reviews) - Limited Customization (2 reviews) - Bugs (1 reviews) ### What Do G2 Reviewers Say About Oracle Analytics Cloud? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **robust self-service analytics tools** of Oracle Analytics Cloud, enabling easy data exploration and visualization. - Users appreciate the **strong data visualization** capabilities of Oracle Analytics Cloud, enhancing data analysis and reporting efficiency. - Users appreciate the **intuitive and accessible interface** of Oracle Analytics Cloud, enabling easy data exploration for all levels. - Users value the **flexibility** of Oracle Analytics Cloud, facilitating fast analytics for both Oracle and non-Oracle users. - Users value the **seamless integration** of Oracle Analytics Cloud within the Oracle ecosystem for efficient data management. **Cons:** - Users struggle with the **high learning curve** of Oracle Analytics Cloud, making it difficult for newcomers to adapt. - Users find the **complexity** of Oracle Analytics Cloud daunting, especially during initial setup and configuration for newcomers. - Users often find the **complex usage** of Oracle Analytics Cloud challenging, especially during initial setup and configuration. - Users experience **limited customization** options in Oracle Analytics Cloud, hindering tailored solutions for specific organizational needs. - Users experience **infrequent software updates** , leading to concerns about security vulnerabilities within Oracle Analytics Cloud. #### What Are Recent G2 Reviews of Oracle Analytics Cloud? **"[Fast Navigation, Customizable Oracle Analytics Cloud, and Strong Automation](https://www.g2.com/survey_responses/oracle-analytics-cloud-review-5176664)"** **Rating:** 4.0/5.0 stars *— Shawn A.* [Read full review](https://www.g2.com/survey_responses/oracle-analytics-cloud-review-5176664) --- **"[Transform complex data into actionable insights!](https://www.g2.com/survey_responses/oracle-analytics-cloud-review-12093722)"** **Rating:** 4.0/5.0 stars *— Gaurav G.* [Read full review](https://www.g2.com/survey_responses/oracle-analytics-cloud-review-12093722) --- #### What Are G2 Users Discussing About Oracle Analytics Cloud? - [What is Oracle Analytics Cloud used for?](https://www.g2.com/discussions/what-is-oracle-analytics-cloud-used-for) - [How do I import an RPD into Oracle Analytics Cloud?](https://www.g2.com/discussions/how-do-i-import-an-rpd-into-oracle-analytics-cloud) - [What comes out of the box with Oracle Analytics for applications?](https://www.g2.com/discussions/what-comes-out-of-the-box-with-oracle-analytics-for-applications) - [What's New in Oracle Analytics Cloud?](https://www.g2.com/discussions/what-s-new-in-oracle-analytics-cloud) - [What is Oracle Analytics Cloud?](https://www.g2.com/discussions/oracle-analytics-cloud-what-is-oracle-analytics-cloud) ### 12. [Looker](https://www.g2.com/products/looker/reviews) Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation. **Average Rating:** 4.4/5.0 **Total Reviews:** 1,582 **How Do G2 Users Rate Looker?** - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.2/10 (Category avg: 8.3/10) - **Reports Interface:** 8.6/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.4/10 (Category avg: 8.5/10) **Who Is the Company Behind Looker?** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,899,995 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Who Uses This Product?** - **Who Uses This:** Data Analyst, Data Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 60% Mid-Market, 20% Enterprise #### What Are Looker's Pros and Cons? **Pros:** - Ease of Use (126 reviews) - Insights (75 reviews) - Easy Integrations (70 reviews) - Integrations (70 reviews) - Data Visualization (62 reviews) **Cons:** - Learning Curve (58 reviews) - Learning Difficulty (42 reviews) - Slow Loading (36 reviews) - Slow Performance (36 reviews) - Complexity (32 reviews) ### What Do G2 Reviewers Say About Looker? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** in Looker, enabling quick setup and intuitive dashboard creation for better insights. - Users appreciate the **centralized dashboards and real-time insights** of Looker, enabling faster, data-driven decisions across teams. - Users value the **easy integrations** of Looker, which enhance collaboration and streamline data analysis across platforms. - Users appreciate the **easy integrations** of Looker, enabling seamless connections to multiple data sources for effective collaboration. - Users value the **flexibility in data visualization** with Looker, enabling tailored insights through customizable graphics and views. **Cons:** - The **learning curve** for Looker is challenging, particularly for users lacking IT literacy and experience. - Users frequently experience a **steep learning curve** with Looker, struggling with its complex features and LookML language. - Users find that **slow loading times** hinder their experience, especially with large datasets and queries in Looker. - Users experience **slow performance** with Looker, citing long load times and a lagging interface affecting usability. - Users find the **complexity of setup and steep learning curve** challenging, particularly for beginners and large datasets. #### What Are Recent G2 Reviews of Looker? **"[Transforms Data, But Challenging for Beginners](https://www.g2.com/survey_responses/looker-review-12784757)"** **Rating:** 5.0/5.0 stars *— Rahul S.* [Read full review](https://www.g2.com/survey_responses/looker-review-12784757) --- **"[Powerful once it's set up properly, that's once is doing a lot of work in that sentence](https://www.g2.com/survey_responses/looker-review-12863840)"** **Rating:** 4.5/5.0 stars *— Anurag S.* [Read full review](https://www.g2.com/survey_responses/looker-review-12863840) --- #### What Are G2 Users Discussing About Looker? - [What is Looker used for?](https://www.g2.com/discussions/what-is-looker-used-for) - 1 comment - [Why is looker so powerful?](https://www.g2.com/discussions/why-is-looker-so-powerful) - [Is looker an ETL tool?](https://www.g2.com/discussions/is-looker-an-etl-tool) - 4 comments - [What is Looker software?](https://www.g2.com/discussions/what-is-looker-software) ### 13. [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) 🚀 Strategy One – the AI+BI Platform for Enterprise Analytics at Scale What is Strategy One? Strategy One is the enterprise AI + BI platform that powers data-driven decision-making at scale. Built for complex enterprises, it unifies business intelligence, advanced analytics, and governed data modeling into a single, open platform. With native AI-powered workflows, pixel-perfect dashboards, modern self-service tools, and seamless integrations with Excel, Power BI, and Tableau, Strategy One delivers trusted insights wherever decisions are made. Why Strategy One? Unlike fragmented BI stacks or limited legacy tools, Strategy One provides an end-to-end platform with one trusted semantic core. Business users get governed self-service. Analysts get powerful modeling tools. Executives get real-time answers they can trust. And IT retains full control over data access, definitions, and lineage. Whether you’re creating executive dashboards, deploying embedded analytics, scaling AI copilots, or consolidating BI tools—Strategy One meets the moment with: ✅ Cloud-native architecture ✅ Open integrations with 200+ data sources ✅ Enterprise-grade security and governance ✅ Industry-leading performance and scale ✅ Built-in support for AI copilots, agents, and models Strategy One is trusted by global enterprises in banking, retail, healthcare, and government to turn data into decisions—fast, securely, and at scale. **Average Rating:** 4.2/5.0 **Total Reviews:** 529 **How Do G2 Users Rate Strategy One (formerly MicroStrategy ONE)?** - **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.5/10 (Category avg: 8.3/10) - **Reports Interface:** 8.2/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.0/10 (Category avg: 8.5/10) **Who Is the Company Behind Strategy One (formerly MicroStrategy ONE)?** - **Seller:** [Strategy (formerly MicroStrategy)](https://www.g2.com/sellers/strategy-formerly-microstrategy) - **Company Website:** https://www.strategy.com/software - **Year Founded:** 1989 - **HQ Location:** Tysons Corner, VA - **Twitter:** @MicroStrategy (303,456 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/strategy/ (3,457 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Manager, Business Intelligence Developer - **Top Industries:** Retail, Financial Services - **Company Size:** 62% Enterprise, 29% Mid-Market #### What Are Strategy One (formerly MicroStrategy ONE)'s Pros and Cons? **Pros:** - Ease of Use (7 reviews) - Innovation (7 reviews) - Easy Setup (6 reviews) - Customization (4 reviews) - Dashboard Customization (4 reviews) **Cons:** - Learning Difficulty (5 reviews) - Learning Curve (4 reviews) - Missing Features (4 reviews) - Complex Usage (3 reviews) - Access Restrictions (2 reviews) ### What Do G2 Reviewers Say About Strategy One (formerly MicroStrategy ONE)? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Strategy One, facilitating quick insights and efficient data analysis. - Users admire the **commitment to innovation** in Strategy One, appreciating the consistent enhancements that surpass expectations. - Users find the **easy setup** of Strategy One to be effective for new users and reporting needs. - Users value the **customization options** of Strategy One, enhancing report creation and dashboard flexibility for their needs. - Users appreciate the **flexible dashboard customization** of Strategy One, enabling easy data access and insightful reporting. **Cons:** - Users find the **learning difficulty** daunting, feeling overwhelmed by the complex software and insufficient training support. - Users find the **steep learning curve** of Strategy One challenging, requiring time to become comfortable with the product. - Users find **missing features** in Strategy One, specifically noting inadequate Copilot integration compared to competitors like Power BI. - Users find the **complex usage** of Strategy One overwhelming, resulting in a steep learning curve and navigation challenges. - Users note that **access restrictions** make the product less readily available, limiting customization and whitelabeling options. #### What Are Recent G2 Reviews of Strategy One (formerly MicroStrategy ONE)? **"[Scalable, Enterprise-Ready BI with Strong Governance and Reliable Performance](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12406962)"** **Rating:** 5.0/5.0 stars *— Carlos G.* [Read full review](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12406962) --- **"[Empowers Data Accessibility, with Minor Transition Hiccups](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12417688)"** **Rating:** 4.0/5.0 stars *— Van V. T.* [Read full review](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12417688) --- #### What Are G2 Users Discussing About Strategy One (formerly MicroStrategy ONE)? - [What is MicroStrategy used for?](https://www.g2.com/discussions/what-is-microstrategy-used-for) - [What is the difference between tableau and MicroStrategy?](https://www.g2.com/discussions/what-is-the-difference-between-tableau-and-microstrategy) - [How much does MicroStrategy cost?](https://www.g2.com/discussions/how-much-does-microstrategy-cost) - 1 comment - [Why is MicroStrategy used?](https://www.g2.com/discussions/why-is-microstrategy-used) - [What is MicroStrategy software?](https://www.g2.com/discussions/what-is-microstrategy-software) ### 14. [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) ThoughtSpot is the Agentic Analytics Platform company for the enterprise. With natural language and AI, ThoughtSpot empowers everyone in an organization to ask data questions, get answers, and take action. Code-first for data teams and code-free for business users, ThoughtSpot is intuitive enough for anyone to use, yet built to handle large, complex cloud data at scale. Customers like Coca-Cola, Hilton Worldwide, and Capital One are unlocking the full potential of their data with ThoughtSpot. **Average Rating:** 4.4/5.0 **Total Reviews:** 326 **How Do G2 Users Rate ThoughtSpot?** - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.6/10 (Category avg: 8.3/10) - **Reports Interface:** 8.7/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.2/10 (Category avg: 8.5/10) **Who Is the Company Behind ThoughtSpot?** - **Seller:** [ThoughtSpot](https://www.g2.com/sellers/thoughtspot) - **Company Website:** https://www.thoughtspot.com - **Year Founded:** 2012 - **HQ Location:** Mountain View, CA - **Twitter:** @thoughtspot (10,975 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2647843/ (1,695 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Enterprise, 42% Mid-Market #### What Are ThoughtSpot's Pros and Cons? **Pros:** - Ease of Use (63 reviews) - Insights (43 reviews) - Analytics (31 reviews) - Intuitive (23 reviews) - Data Visualization (21 reviews) **Cons:** - Learning Curve (23 reviews) - Missing Features (13 reviews) - Learning Difficulty (8 reviews) - Complexity (7 reviews) - Limited Customization (7 reviews) ### What Do G2 Reviewers Say About ThoughtSpot? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of ThoughtSpot, making data insights accessible even for the inexperienced. - Users value the **real-time insights** from ThoughtSpot, enhancing organizational growth through accurate data analysis and AI analytics. - Users value the **comprehensive analytics** of ThoughtSpot, enabling in-depth data exploration and timely insights for better decision-making. - Users value the **intuitive search-based interface** of ThoughtSpot, making data exploration easy for everyone. - Users praise the **flexible data visualization** capabilities of ThoughtSpot, making analysis accessible and understandable. **Cons:** - Users note a **steep learning curve** for mastering ThoughtSpot's features, especially for those new to analytics. - Users find **missing features** in ThoughtSpot, such as limited AI capabilities and non-reusable report components frustrating. - Users note a **learning difficulty** with ThoughtSpot's advanced features, requiring time and support for effective use. - Users find the **complex setup and configuration** challenging, particularly with large data sets in ThoughtSpot. - Users note the **limited customization** of ThoughtSpot, especially in search visualization, which can hinder personalized experiences. #### What Are Recent G2 Reviews of ThoughtSpot? **"[Easy-to-Navigate Search with Powerful Filters and Helpful AI Query Tweaks](https://www.g2.com/survey_responses/thoughtspot-review-13035404)"** **Rating:** 4.0/5.0 stars *— Verified User in Leisure, Travel & Tourism* [Read full review](https://www.g2.com/survey_responses/thoughtspot-review-13035404) --- **"[ThoughtSpot is one of the best tools on the market](https://www.g2.com/survey_responses/thoughtspot-review-12910262)"** **Rating:** 4.0/5.0 stars *— Murugan M.* [Read full review](https://www.g2.com/survey_responses/thoughtspot-review-12910262) --- #### What Are G2 Users Discussing About ThoughtSpot? - [What is ThoughtSpot used for?](https://www.g2.com/discussions/thoughtspot-what-is-thoughtspot-used-for) - [What does ThoughtSpot do?](https://www.g2.com/discussions/what-does-thoughtspot-do) - 1 comment - [Is ThoughtSpot a public company?](https://www.g2.com/discussions/is-thoughtspot-a-public-company) - [What is ThoughtSpot used for?](https://www.g2.com/discussions/what-is-thoughtspot-used-for) - [What is ThoughtSpot software?](https://www.g2.com/discussions/what-is-thoughtspot-software) ### 15. [Sisense](https://www.g2.com/products/sisense/reviews) Sisense is an API-first analytics platform that modernizes businesses by seamlessly integrating in-context analytics within applications, leading to action-oriented insights that enhance decision intelligence. **Average Rating:** 4.2/5.0 **Total Reviews:** 985 **How Do G2 Users Rate Sisense?** - **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.7/10 (Category avg: 8.3/10) - **Reports Interface:** 8.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.0/10 (Category avg: 8.5/10) **Who Is the Company Behind Sisense?** - **Seller:** [Sisense, Inc.](https://www.g2.com/sellers/sisense-inc) - **Company Website:** https://www.sisense.com - **Year Founded:** 2004 - **HQ Location:** New York - **Twitter:** @Sisense (6,543 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/148828/ (536 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Product Manager - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 57% Mid-Market, 24% Small-Business #### What Are Sisense's Pros and Cons? **Pros:** - Ease of Use (81 reviews) - Data Visualization (50 reviews) - Integrations (45 reviews) - Customer Support (40 reviews) - Dashboard Customization (38 reviews) **Cons:** - Learning Curve (37 reviews) - Missing Features (27 reviews) - Bugs (21 reviews) - Dashboard Issues (20 reviews) - Limited Customization (18 reviews) ### What Do G2 Reviewers Say About Sisense? *AI-generated summary from verified user reviews* **Pros:** - Users find Sisense to be **exceptionally easy to use** , simplifying complex data handling with intuitive dashboards. - Users value the **easy creation of dashboards and widgets** in Sisense, enhancing data insights and user experience. - Users value the **seamless integrations** of Sisense, enabling efficient data management across multiple platforms with ease. - Users value the **amazing customer support** of Sisense, highlighting quick responses and helpful assistance during setup and integration. - Users value the **dashboard customization** in Sisense, significantly enhancing data presentation and user interaction. **Cons:** - Users face a **steep learning curve** with Sisense, complicating setup and prolonging the time to effective use. - Users are frustrated by **missing features** in Sisense, such as inadequate visualization options and vague error messages. - Users find the **bugs in Sisense** problematic, especially with scripts and inconsistent support affecting operations. - Users report **dashboard issues** due to tedious setup, slow refresh times, and a lack of user-friendly customization options. - Users find **limited customization** options for dashboards, complicating use for those without technical expertise. #### What Are Recent G2 Reviews of Sisense? **"[Customizable Dashboards, but Data Freshness Challenges](https://www.g2.com/survey_responses/sisense-review-8849455)"** **Rating:** 4.5/5.0 stars *— Chris P.* [Read full review](https://www.g2.com/survey_responses/sisense-review-8849455) --- **"[Sisense is a great tool competent data analysis](https://www.g2.com/survey_responses/sisense-review-12898246)"** **Rating:** 4.0/5.0 stars *— Verified User in Automotive* [Read full review](https://www.g2.com/survey_responses/sisense-review-12898246) --- #### What Are G2 Users Discussing About Sisense? - [What is Sisense used for?](https://www.g2.com/discussions/sisense-what-is-sisense-used-for) - 1 comment - [What is Sisense Healthcare Analytics used for?](https://www.g2.com/discussions/what-is-sisense-healthcare-analytics-used-for) - [What does Sisense cost?](https://www.g2.com/discussions/what-does-sisense-cost) - [Who uses Sisense?](https://www.g2.com/discussions/who-uses-sisense) - 1 comment - [What is Sisense used for?](https://www.g2.com/discussions/what-is-sisense-used-for) - 2 comments ### 16. [Reveal](https://www.g2.com/products/reveal-2022-05-24/reviews) Reveal is a True SDK embedded analytics and business intelligence (BI) platform designed to be integrated natively into existing applications. Unlike iFrame-based or bolt-on BI tools, Reveal is purpose-built for embedding — delivering full analytical functionality inside any app with complete control over UX, branding, and architecture, and no separate licensing, infrastructure overhead, or complex setup. What Reveal does: Reveal enables software teams to add robust analytics and interactive dashboards to their products through a True SDK — meaning analytics run as a native part of your application, not an embedded webpage. End users get a self-service BI experience — including drag-and-drop dashboard creation, conversational AI analytics, data blending, drill-down, predictive analysis, dashboard linking, calculated fields, statistical functions, and interactive chart filtering — all within the host application. Platform and technology support: Reveal integrates with virtually any tech stack via native SDKs for: - Back-end frameworks: .NET Core, Java, Node.js - Front-end frameworks: React, Angular, Vue.js, Blazor, Web Components, jQuery, MVC - Java frameworks: Spring, Tomcat, Apache - Cloud providers: All major providers fully supported - Deployment options: Cloud, private cloud, on-premises, and air-gapped environments - Server operating systems: Windows, Linux, macOS Who it's for: Product and engineering teams building SaaS applications, enterprise software, or internal tools who need to embed analytics natively — without iFrames, redirects, or forcing users into a separate BI platform. **Average Rating:** 4.6/5.0 **Total Reviews:** 59 **How Do G2 Users Rate Reveal?** - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.7/10 (Category avg: 8.3/10) - **Reports Interface:** 9.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.9/10 (Category avg: 8.5/10) **Who Is the Company Behind Reveal?** - **Seller:** [Infragistics](https://www.g2.com/sellers/infragistics) - **Company Website:** https://www.infragistics.com/ - **Year Founded:** 1989 - **HQ Location:** Cranbury, NJ - **Twitter:** @infragistics (36,861 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/16069/ (190 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 53% Small-Business, 27% Mid-Market #### What Are Reveal's Pros and Cons? **Pros:** - Analytics (7 reviews) - Pricing (3 reviews) - Business Improvement (2 reviews) - Embedding Features (2 reviews) - Performance (2 reviews) **Cons:** - Difficult Setup (2 reviews) - Initial Difficulty (2 reviews) - Learning Curve (2 reviews) - Software Bugs (2 reviews) - Customization Difficulty (1 reviews) ### What Do G2 Reviewers Say About Reveal? *AI-generated summary from verified user reviews* **Pros:** - Users love the **white-label analytics** of Reveal, enhancing brand control and improving user experience with engaging visuals. - Users value the **flat-rate pricing** of Reveal, noting no unexpected increases despite significant usage growth. - Users love the **next-level brand control** in Reveal, enhancing analytics with a seamless, self-service experience. - Users value the **seamless embedding features** of Reveal, enhancing usability without external connections or lag. - Users praise the **impressive performance** of Reveal, especially with seamless dashboards and quick support fixes for heavy data. **Cons:** - Users find the **difficult setup** of Reveal requires significant developer resources, complicating integration and implementation. - Users find the **initial difficulty** in learning the SDK challenging, requiring testing beyond the provided documentation. - Users find the **learning curve steep** for the Reveal SDK, requiring significant testing and understanding of advanced features. - Users encounter **software bugs** in new features that can disrupt experience, though fixes are applied quickly. - Users find **customization difficult** , requiring time and effort to achieve the desired results beyond default settings. #### What Are Recent G2 Reviews of Reveal? **"[Seamless On-Premise Solution That Puts You in Control](https://www.g2.com/survey_responses/reveal-review-12109831)"** **Rating:** 4.0/5.0 stars *— Christopher W.* [Read full review](https://www.g2.com/survey_responses/reveal-review-12109831) --- **"[Seamless integration that saves money and time](https://www.g2.com/survey_responses/reveal-review-11758309)"** **Rating:** 5.0/5.0 stars *— Tatiana R.* [Read full review](https://www.g2.com/survey_responses/reveal-review-11758309) --- ### 17. [Microsoft Power BI Embedded](https://www.g2.com/products/microsoft-power-bi-embedded/reviews) Power BI Embedded provides a simple and straightforward way to bring visual analytics into your app instead of building it yourself. It simplifies Power BI capabilities by helping you quickly add stunning visuals, reports, and dashboards. Similar to apps built on Microsoft Azure use services like Machine Learning and IoT. By enabling easy-to-navigate data exploration in your solutions, allow your customers to make quick, informed decisions in context. The Power BI product suite allows you to author, publish, share, and embed visual interactive reports and dashboards. Use Power BI Desktop to create and distribute content - for free. 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, Google Play or the Microsoft Store. **Average Rating:** 4.4/5.0 **Total Reviews:** 106 **How Do G2 Users Rate Microsoft Power BI Embedded?** - **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.4/10 (Category avg: 8.3/10) - **Reports Interface:** 9.1/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.9/10 (Category avg: 8.5/10) **Who Is the Company Behind Microsoft Power BI Embedded?** - **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft) - **Year Founded:** 1975 - **HQ Location:** Redmond, Washington - **Twitter:** @microsoft (13,091,739 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (231,632 employees on LinkedIn®) - **Ownership:** MSFT **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 41% Mid-Market, 37% Enterprise #### What Are Microsoft Power BI Embedded's Pros and Cons? **Pros:** - Ease of Use (2 reviews) - Business Improvement (1 reviews) - Dashboard Customization (1 reviews) - Data Visualization (1 reviews) - Ease of Creation (1 reviews) **Cons:** - Learning Curve (2 reviews) - Learning Difficulty (2 reviews) - Formatting Issues (1 reviews) - Initial Difficulty (1 reviews) ### What Do G2 Reviewers Say About Microsoft Power BI Embedded? *AI-generated summary from verified user reviews* **Pros:** - Users find Microsoft Power BI Embedded to be **easy to use** , simplifying complex data tasks and enhancing creativity. - Users find that Microsoft Power BI Embedded significantly enhances **business improvement** through insights and swift decision-making. - Users value the **dashboard customization** in Power BI Embedded, allowing seamless integration into various applications for enhanced reporting. - Users value the **effective data visualization** capabilities of Power BI Embedded for organizing critical business insights. - Users love the **ease of creation** with Microsoft Power BI Embedded, finding it user-friendly and creatively stimulating. **Cons:** - Users find the **learning curve steep** , especially with features like Bookmarks and formatting options. - Users find **learning difficulty** in mastering concepts and formatting options in Power BI Embedded, affecting usability. - Users find **formatting issues** with Power BI Embedded frustrating, with limited options complicating visual customization. - Users find the **initial difficulty** challenging, especially without an IT background, making the learning curve steep. #### What Are Recent G2 Reviews of Microsoft Power BI Embedded? **"[Power your Reports with PowerBI](https://www.g2.com/survey_responses/microsoft-power-bi-embedded-review-11822034)"** **Rating:** 4.0/5.0 stars *— Mani B.* [Read full review](https://www.g2.com/survey_responses/microsoft-power-bi-embedded-review-11822034) --- **"[Flexible, Centralized Reporting with Microsoft Power BI Embedded](https://www.g2.com/survey_responses/microsoft-power-bi-embedded-review-12836934)"** **Rating:** 5.0/5.0 stars *— Margarita C.* [Read full review](https://www.g2.com/survey_responses/microsoft-power-bi-embedded-review-12836934) --- #### What Are G2 Users Discussing About Microsoft Power BI Embedded? - [What are the new features in Power BI?](https://www.g2.com/discussions/microsoft-power-bi-embedded-what-are-the-new-features-in-power-bi) - [What is the difference between Power BI and Power BI embedded?](https://www.g2.com/discussions/what-is-the-difference-between-power-bi-and-power-bi-embedded) - 1 comment - [What is embedded Power BI?](https://www.g2.com/discussions/what-is-embedded-power-bi) - [What are the features of Power BI?](https://www.g2.com/discussions/what-are-the-features-of-power-bi) ### 18. [Intellicus](https://www.g2.com/products/intellicus/reviews) Intellicus helps organizations put their data to work and helps business leaders gain actionable insights. Driven by AI, auto ML and sophisticated machine learning models, Intellicus helps CXOs use data to accelerate their growth. Intellicus Technologies tailor solutions based on your needs, instead of retrofitting them to ‘customizable’ one-size-fits-all solutions. Intellicus offers end-to-end data integration through ETL, integrating sophisticated databases, ERP solutions, legacy systems, telephony, ACDs till flat file systems into a data warehouse that becomes the single source of truth. Intellicus’ self-serve reporting, OLAP capabilities and interactive analytics dashboards allow users to drill down & drill up, zoom out or slice-and-dice data to create a 360-degree view of the business. Auto-ML based what-if predictions deliver power and agility to small and large enterprises so that they can make business critical decisions based on science. Ready to take the next step in your digital transformation? Write to marketing@intellicus.com today **Average Rating:** 4.6/5.0 **Total Reviews:** 119 **How Do G2 Users Rate Intellicus?** - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.3/10 (Category avg: 8.3/10) - **Reports Interface:** 8.7/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.3/10 (Category avg: 8.5/10) **Who Is the Company Behind Intellicus?** - **Seller:** [Intellicus Technologies](https://www.g2.com/sellers/intellicus-technologies) - **Company Website:** https://www.intellicus.com - **Year Founded:** 2004 - **HQ Location:** Los Gatos, CA - **Twitter:** @Intellicus (277 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/intellicus-technologies (241 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 59% Mid-Market, 23% Enterprise #### What Are Intellicus's Pros and Cons? **Pros:** - Reporting (20 reviews) - Ease of Use (19 reviews) - Data Analysis (17 reviews) - Dashboard Customization (14 reviews) - User Interface (14 reviews) **Cons:** - Difficult Learning (17 reviews) - Learning Curve (17 reviews) - Complex Usability (16 reviews) - Learning Difficulty (10 reviews) - Complexity (9 reviews) ### What Do G2 Reviewers Say About Intellicus? *AI-generated summary from verified user reviews* **Pros:** - Users value the **live dashboards and customizable reporting** options of Intellicus, enhancing efficiency and control over data. - Users value the **ease of use** of Intellicus, appreciating its seamless data integration and user-friendly reporting tools. - Users value the **insightful data analysis** provided by Intellicus, enhancing business intelligence and decision-making capabilities. - Users love the **dashboard customization** in Intellicus, enabling swift, tailored insights and efficient performance tracking. - Users value the **user-friendly interface** of Intellicus, which simplifies dashboard creation and customization without needing IT support. **Cons:** - Users find the **difficult learning** curve challenging, especially without prior coding experience, requiring additional training and modeling. - Users find the **learning curve steep** with Intellicus, especially those unfamiliar with coding or complex interfaces. - Users find **complex usability** in Intellicus, particularly with advanced features and scripting that require expertise to navigate. - Users find the **learning difficulty** of Intellicus challenging, especially those without a coding background. - Users find the **high complexity** in setup and advanced features challenging without basic database knowledge. #### What Are Recent G2 Reviews of Intellicus? **"[A Powerful BI & Reporting Platform](https://www.g2.com/survey_responses/intellicus-review-7654115)"** **Rating:** 5.0/5.0 stars *— Jaswanth S.* [Read full review](https://www.g2.com/survey_responses/intellicus-review-7654115) --- **"[Excellent for Data Engineering and Visualization](https://www.g2.com/survey_responses/intellicus-review-11985902)"** **Rating:** 5.0/5.0 stars *— Abhishek D.* [Read full review](https://www.g2.com/survey_responses/intellicus-review-11985902) --- #### What Are G2 Users Discussing About Intellicus? - [What is Intellicus used for?](https://www.g2.com/discussions/what-is-intellicus-used-for) - 1 comment, 1 upvote ### 19. [Bold BI](https://www.g2.com/products/bold-bi/reviews) Bold BI® by Syncfusion® is a modern, flexible analytics platform that empowers everyone—from business users to developers—to turn raw data into meaningful insights, fast. Whether you're embedding analytics into your application or building dashboards from scratch, Bold BI makes it easy to deliver powerful, interactive data experiences without compromising on performance or security. With an intuitive no-code, drag-and-drop interface, even non-technical users can create stunning dashboards in minutes. Meanwhile, developers enjoy deep customization through robust APIs, SDKs, and white-labeling options, making it simple to integrate analytics seamlessly into any application. With support for 130+ data sources, including Microsoft SQL Server, Azure SQL Data Warehouse, Oracle, REST APIs, Bold Datahub, and more, Bold BI offers unmatched data flexibility and connectivity. Designed for secure, scalable deployments, the platform’s multi-tenant architecture and enterprise-grade security features single sign-on (SSO) via OAuth2 and OpenID and role-based access control to ensure data protection and simplified user management. Real-time dashboard sharing, scheduled alerts, and export options make collaboration effortless, helping teams stay aligned and make faster, data-driven decisions. Backed by Syncfusion, Bold BI offers end-to-end expert support, ideal for organizations looking to scale their analytics. Customers benefit from 24/5 assistance through free scheduled support calls, live chat, and email—from onboarding to full implementation. NOTE: Older reviews may reference the historical product name, "Syncfusion Dashboard Platform." **Average Rating:** 4.4/5.0 **Total Reviews:** 88 **How Do G2 Users Rate Bold BI?** - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.9/10 (Category avg: 8.3/10) - **Reports Interface:** 8.4/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.3/10 (Category avg: 8.5/10) **Who Is the Company Behind Bold BI?** - **Seller:** [Syncfusion](https://www.g2.com/sellers/syncfusion) - **Company Website:** https://www.syncfusion.com - **Year Founded:** 2001 - **HQ Location:** Morrisville, North Carolina - **Twitter:** @Syncfusion (11,907 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/123064/ (2,611 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 51% Small-Business, 32% Mid-Market #### What Are Bold BI's Pros and Cons? **Pros:** - Customer Support (17 reviews) - Ease of Use (16 reviews) - Integrations (12 reviews) - Dashboard Customization (8 reviews) - Embedding Features (8 reviews) **Cons:** - Bugs (8 reviews) - Learning Curve (7 reviews) - Difficult Setup (6 reviews) - Software Bugs (5 reviews) - Dashboard Issues (4 reviews) ### What Do G2 Reviewers Say About Bold BI? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **exceptional customer support** from Bold BI, highlighting prompt assistance and expert guidance throughout the experience. - Users value the **ease of use** of Bold BI, appreciating its intuitive design and seamless integration with data sources. - Users value the **ease of integration** with various data sources, enhancing their analytics experience effortlessly. - Users find Bold BI's **dashboard customization** intuitive and powerful, enabling quick creation of impressive, secure dashboards. - Users value the **seamless embedding capabilities** of Bold BI, enabling quick integration of analytics in various platforms. **Cons:** - Users report several **bugs** in Bold BI, particularly during updates, affecting overall application stability and performance. - Users note a challenging **learning curve** with Bold BI, requiring technical knowledge for advanced features and setups. - Users face a **difficult setup** process initially, requiring tutorials and technical knowledge for advanced customization. - Users report **numerous software bugs** in Bold BI, especially with Docker and Kubernetes compatibility, causing frustration. - Users often face **dashboard issues** related to setup time, complexity, and performance, impacting their overall experience. #### What Are Recent G2 Reviews of Bold BI? **"[Simple, Powerful, and Works Well](https://www.g2.com/survey_responses/bold-bi-review-10818671)"** **Rating:** 5.0/5.0 stars *— muhdin m.* [Read full review](https://www.g2.com/survey_responses/bold-bi-review-10818671) --- **"[Powerful, Flexible Analytics Platform with Intuitive Design and Excellent Support](https://www.g2.com/survey_responses/bold-bi-review-12016141)"** **Rating:** 5.0/5.0 stars *— Mohamed zulfadli A.* [Read full review](https://www.g2.com/survey_responses/bold-bi-review-12016141) --- #### What Are G2 Users Discussing About Bold BI? - [What is Bold BI used for?](https://www.g2.com/discussions/what-is-bold-bi-used-for) - [What are Microsoft BI tools?](https://www.g2.com/discussions/what-are-microsoft-bi-tools) - [What are examples of BI tools?](https://www.g2.com/discussions/bold-bi-what-are-examples-of-bi-tools) - [What is the most popular BI tool?](https://www.g2.com/discussions/what-is-the-most-popular-bi-tool) - [What is bold bi?](https://www.g2.com/discussions/what-is-bold-bi) ### 20. [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language analytics, custom and embedded analytics, reporting and alerting. Our unique associative technology enhances human intuition with AI-powered insights, offering unmatched capabilities for combining data and exploring information. It indexes the associations in your data, and exposes related and unrelated values as you click, revealing hidden insights that would be missed by query-based tools. And it performs calculations as fast as you can think. Qlik Sense helps users move from passive to active analytics for real-time collaboration and action. And you get robust data integration, application automation and the convenience of SaaS with hybrid multi-cloud capabilities. See why we’ve been named a Gartner Magic Quadrant Leader for Analytics and BI platforms for 11 years in a row. Visit us at [https://www.qlik.com/us/](- https://www.qlik.com/us/products/qlik-sense?utm_medium=referral&utm_source=G2&utm_team=DIG&utm_term=QlikSense&utm_mpt_id=CKMP5D) **Average Rating:** 4.4/5.0 **Total Reviews:** 763 **How Do G2 Users Rate Qlik Sense?** - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.3/10 (Category avg: 8.3/10) - **Reports Interface:** 8.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.4/10 (Category avg: 8.5/10) **Who Is the Company Behind Qlik Sense?** - **Seller:** [Qlik](https://www.g2.com/sellers/qlik) - **Year Founded:** 1993 - **HQ Location:** Radnor, PA - **Twitter:** @qlik (64,130 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10162/ (4,551 employees on LinkedIn®) - **Phone:** 1 (888) 994-9854 **Who Uses This Product?** - **Who Uses This:** Consultant, Analyst - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 41% Enterprise, 41% Mid-Market #### What Are Qlik Sense's Pros and Cons? **Pros:** - Ease of Use (55 reviews) - Data Visualization (31 reviews) - Analytics (28 reviews) - Insights Discovery (24 reviews) - Features (22 reviews) **Cons:** - Limited Features (17 reviews) - Missing Features (16 reviews) - Expensive (14 reviews) - Data Management (13 reviews) - Learning Curve (13 reviews) ### What Do G2 Reviewers Say About Qlik Sense? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** in Qlik Sense, making data visualization and integration effortlessly efficient. - Users appreciate the **robust data visualization capabilities** of Qlik Sense, enabling them to create complex visuals effortlessly. - Users appreciate the **quick creation and deployment of analytics applications** with Qlik Sense, making reporting seamless and efficient. - Users value the **robust data visualization capabilities** of Qlik Sense, enhancing insights and supporting effective decision-making. - Users value the **robust tools and versatility** of Qlik Sense for efficient data integration and insightful analytics. **Cons:** - Users find the **limited features** of Qlik Sense hinder their ability to create diverse visualizations effectively. - Users miss the **ability to add personal objects** in Qlik Sense SaaS, as compared to the on-premise version. - Users find Qlik Sense **very expensive** , making it a less accessible option for some businesses. - Users note the **limited automation in data management** and desire better organization for enhanced visualization capabilities. - Users find the **learning curve steep** due to the complexity of functions and integration challenges. #### What Are Recent G2 Reviews of Qlik Sense? **"[Visually Stunning, Excel-Like Ease on Web](https://www.g2.com/survey_responses/qlik-sense-review-12727600)"** **Rating:** 4.0/5.0 stars *— Adnan J.* [Read full review](https://www.g2.com/survey_responses/qlik-sense-review-12727600) --- **"[Intuitive Data Exploration and Dashboards with Qlik Sense’s Associative Model](https://www.g2.com/survey_responses/qlik-sense-review-12963425)"** **Rating:** 4.5/5.0 stars *— Suman K.* [Read full review](https://www.g2.com/survey_responses/qlik-sense-review-12963425) --- #### What Are G2 Users Discussing About Qlik Sense? - [What is Qlik Sense used for?](https://www.g2.com/discussions/what-is-qlik-sense-used-for) - [What is QlikView used for?](https://www.g2.com/discussions/what-is-qlikview-used-for) - [What is the difference between QlikView and qlik sense?](https://www.g2.com/discussions/what-is-the-difference-between-qlikview-and-qlik-sense) - 1 comment - [Is qlik sense good?](https://www.g2.com/discussions/is-qlik-sense-good) - 1 comment - [What can qlik sense do?](https://www.g2.com/discussions/what-can-qlik-sense-do) - 1 comment ### 21. [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) Zoho Analytics is a GenAI-powered self-service BI and analytics platform that helps businesses collect, prepare, analyze, and present insights from their data, all within minutes. Integrate with 500+ native data sources, like files, feeds, local and cloud databases, cloud storage, and popular business apps. Clean, transform, enrich, and catalog data with our agentic AI-powered, self-service data preparation and management capabilities. Create and manage complex ETL data pipelines using our visual pipeline builder, process stream data for real-time analytics, and set up a strong metrics layer for quality analysis and management. Zoho Analytics comes with 100+ domain-specific prebuilt reports and dashboards, pre-trained NLQ models, intelligently modeled and blended data across business applications, and lots more. Use our intuitive drag-and-drop visualization builder to build insightful and interactive reports and dashboards using a wide variety of visual components, like charts, widgets, pivot tables, tabular views and more. Generate customized reports and dashboards using simple, natural language with our AI-powered conversational agent, Zia. Ask Zia goes beyond basic reporting; it enables users to perform diagnostic analytics, forecast key metrics, and receive intelligent insights and recommendations. Users can assign tasks and trigger actions just by conversing with our agentic AI, Zia, streamlining their workflows and empowering data-driven decisions. Seamlessly embed Ask Zia into your custom or business applications to deliver contextual insights and actions. Enrich your analysis with automated insights by using our NLG-powered narration engine, Zia Insights. With diagnostic analytics for smarter decision-making, Zia Insights takes automated insights to the next level by bubbling up key drivers for particular business tasks. Enumerate complex business scenarios with what-if analyses, forecast KPIs, uncover trends and patterns with advanced analytical capabilities. Leverage cognitive analysis for keyword extraction and sentiment analysis, and more. Evaluate the best ML models with no-code assistance or develop custom models and functions using Python Code Studio. Zoho Analytics comes with pre-packed ML models (AutoML) that allow you to evaluate and pick the best model for your use case. Alternatively custom models and functions using Python Code Studio Embed our full-fledged analytics platform into other software applications. Craft and present immersive data stories through slideshows or purpose-built analytics portals. Collaborate securely through contextual comment threads and real-time messaging. Zoho Analytics has a robust set of APIs that enables elaborate customization and highly extensible low-code and no-code integration with any technology stack. It also offers a high degree of deployment flexibility (private, public, multi-cloud, and on-premises) and platform extensibility (professional services, partner support, and marketplace). Zoho Analytics is modern and scalable, and it can readily match growing data volumes and usage. Its time-tested and accredited enterprise-grade security features and governance framework ensure continuous data management and stewardship. On top of everything else, the TCO for Zoho Analytics—including licensing, implementation, customization, training, and support—is the lowest in our market. **Average Rating:** 4.2/5.0 **Total Reviews:** 281 **How Do G2 Users Rate Zoho Analytics?** - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.0/10 (Category avg: 8.3/10) - **Reports Interface:** 8.1/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.3/10 (Category avg: 8.5/10) **Who Is the Company Behind Zoho Analytics?** - **Seller:** [Zoho](https://www.g2.com/sellers/zoho-b00ca9d5-bca8-41b5-a8ad-275480841704) - **Year Founded:** 1996 - **HQ Location:** Austin, TX - **Twitter:** @Zoho (137,880 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/38373/ (30,766 employees on LinkedIn®) - **Phone:** +1 (888) 900-9646 **Who Uses This Product?** - **Who Uses This:** Director, Business Analyst - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 50% Small-Business, 43% Mid-Market #### What Are Zoho Analytics's Pros and Cons? **Pros:** - Ease of Use (39 reviews) - Analytics (34 reviews) - Integrations (28 reviews) - Dashboard Usability (22 reviews) - Data Visualization (22 reviews) **Cons:** - Learning Curve (22 reviews) - Limited Customization (14 reviews) - Data Integration (10 reviews) - Integration Issues (10 reviews) - Missing Features (10 reviews) ### What Do G2 Reviewers Say About Zoho Analytics? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **user-friendly interface** of Zoho Analytics, making navigation and customization effortless for everyone. - Users love the **seamless data integration** capabilities of Zoho Analytics, enabling comprehensive analysis from multiple sources effortlessly. - Users appreciate the **extensive integrations** of Zoho Analytics, seamlessly connecting with various data sources and enhancing usability. - Users value the **user-friendly dashboards** in Zoho Analytics, enabling easy customization and effective data tracking. - Users praise the **data visualization capabilities** of Zoho Analytics, enabling insightful analysis through intuitive dashboards and charts. **Cons:** - Users experience a **steep learning curve** with Zoho Analytics, especially for complex reports and advanced features. - Users find the **limited customization** options in Zoho Analytics restricts their ability to tailor reports effectively. - Users highlight the **limited data integration capabilities** of Zoho Analytics, impacting overall usability and functionality. - Users face **integration issues** with Zoho Analytics, limiting connections to external data sources and affecting overall usability. - Users find the **missing features** in Zoho Analytics limit its functionality and ease of use, especially for beginners. #### What Are Recent G2 Reviews of Zoho Analytics? **"[A Powerful, Data-Driven Dashboard Tool with Easy Multi-App Integration](https://www.g2.com/survey_responses/zoho-analytics-review-12870240)"** **Rating:** 5.0/5.0 stars *— Arpit S.* [Read full review](https://www.g2.com/survey_responses/zoho-analytics-review-12870240) --- **"[Excellent Reporting with Zoho Analytics and Zoho Books Sync](https://www.g2.com/survey_responses/zoho-analytics-review-12722454)"** **Rating:** 5.0/5.0 stars *— Abhinandan J.* [Read full review](https://www.g2.com/survey_responses/zoho-analytics-review-12722454) --- #### What Are G2 Users Discussing About Zoho Analytics? - [What is Zoho Analytics used for?](https://www.g2.com/discussions/what-is-zoho-analytics-used-for) - 2 comments - [What is the use of Zoho?](https://www.g2.com/discussions/what-is-the-use-of-zoho) - 1 comment - [Is Zoho Analytics free?](https://www.g2.com/discussions/is-zoho-analytics-free) - 1 comment - [How does Zoho Analytics work?](https://www.g2.com/discussions/how-does-zoho-analytics-work) - [What are the features of Zoho?](https://www.g2.com/discussions/zoho-analytics-what-are-the-features-of-zoho) - 1 comment ### 22. [Luzmo](https://www.g2.com/products/luzmo/reviews) Luzmo helps businesses embed data products hassle-free, empowering their users with fast, confident decisions in record time. **Average Rating:** 4.6/5.0 **Total Reviews:** 70 **How Do G2 Users Rate Luzmo?** - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.2/10 (Category avg: 8.3/10) - **Reports Interface:** 8.8/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.1/10 (Category avg: 8.5/10) **Who Is the Company Behind Luzmo?** - **Seller:** [Luzmo NV](https://www.g2.com/sellers/luzmo-nv) - **Year Founded:** 2015 - **HQ Location:** Brooklyn, US - **Twitter:** @luzmo_official (895 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10198259/ (50 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 59% Small-Business, 32% Mid-Market #### What Are Luzmo's Pros and Cons? **Pros:** - Ease of Use (7 reviews) - Embedding Features (5 reviews) - Customization (4 reviews) - Insights (4 reviews) - Setup Ease (4 reviews) **Cons:** - Complexity (2 reviews) - Limited Options (2 reviews) - Performance Issues (2 reviews) - Table Limitations (2 reviews) - Bugs (1 reviews) ### What Do G2 Reviewers Say About Luzmo? *AI-generated summary from verified user reviews* **Pros:** - Users praise Luzmo for its **ease of use** , allowing quick onboarding and efficient dashboard creation for all skill levels. - Users rave about Luzmo's **embedded analytics** , enabling swift market entry and seamless insights integration directly into user experiences. - Users value Luzmo's **customization capabilities** , enhancing B2B product creation and ensuring tailored insights for diverse clients. - Users admire Luzmo's **customer-first approach** , noting exceptional responsiveness and support for enterprise needs in analytics. - Users highlight the **ease of setup** with Luzmo, allowing rapid deployment and a smooth onboarding experience. **Cons:** - Users find Luzmo's **complexity** evident in its performance issues and cumbersome setup, especially for larger datasets. - Users note the **limited querying options** in Luzmo, making complex data relationships challenging and awkward to manage. - Users report **performance issues** with large datasets in Luzmo, impacting workflow and dashboard functionality. - Users note **table limitations** , struggling with complex queries and missing configuration options in Luzmo's chart functionality. - Users report **performance and sync issues** with larger datasets, along with lag and limited editing capabilities affecting usability. #### What Are Recent G2 Reviews of Luzmo? **"[Fast, Beautiful Dashboards and Effortless Embedding](https://www.g2.com/survey_responses/luzmo-review-11991075)"** **Rating:** 4.5/5.0 stars *— Shanti B.* [Read full review](https://www.g2.com/survey_responses/luzmo-review-11991075) --- **"[Powerful Embedded BI with Proactive Support Addressing Performance at Scale](https://www.g2.com/survey_responses/luzmo-review-12246440)"** **Rating:** 4.5/5.0 stars *— Verified User in Logistics and Supply Chain* [Read full review](https://www.g2.com/survey_responses/luzmo-review-12246440) --- #### What Are G2 Users Discussing About Luzmo? - [What is Cumul.io used for?](https://www.g2.com/discussions/what-is-cumul-io-used-for) ### 23. [Toucan](https://www.g2.com/products/toucan/reviews) Toucan is an AI-embedded analytics platform designed to assist independent software vendors (ISVs) and SaaS companies in integrating advanced analytics features directly into their products, eliminating the need for building these capabilities from the ground up. This platform is tailored specifically for customer-facing applications, meaning that the end users are the clients of these companies rather than internal analysts. By enabling product and operations teams to configure and deploy analytics features independently, Toucan streamlines the development process and reduces reliance on data engineering resources. The target audience for Toucan primarily includes ISVs and SaaS companies across various industries, such as fintech, HR tech, and marketing technology. These organizations often seek to enhance their product offerings with sophisticated analytics capabilities that provide value to their users. With Toucan, product teams can quickly implement features that allow end users to interact with data in meaningful ways. This is particularly beneficial for companies looking to differentiate themselves in competitive markets by offering robust analytics without the lengthy development cycles typically associated with such features. Toucan's key capabilities include conversational AI analytics, which empowers end users to pose questions in natural language and receive instant data visualizations. This feature is anchored in a governed semantic layer, ensuring that the insights provided are consistent and reliable. Additionally, the platform offers automatic dashboard generation through AI, allowing users to customize layouts, colors, and metrics without requiring technical expertise. The white-label, multi-tenant embedding options ensure that analytics seamlessly integrate into existing products, creating a native experience for users. Security and compliance are paramount in today's data-driven landscape, and Toucan addresses these concerns with row-level security and granular permissions. This ensures that each end user only accesses their specific data, making it suitable for regulated industries where data privacy is critical. Furthermore, Toucan supports connections to modern data infrastructures, such as PostgreSQL, MySQL, and AWS Redshift, and offers both SaaS and self-hosted deployment options to meet various organizational needs. The platform's no-code builder is a standout feature, enabling product and operations teams to create, edit, and publish dashboards without any coding knowledge. This capability significantly reduces dashboard development time—by up to two-thirds compared to traditional in-house builds—allowing ISVs to launch reporting modules in days instead of months. By embedding analytics as a premium feature, organizations can also create new revenue streams, enhancing their overall product value while minimizing additional development overhead. With over 350 clients already leveraging its capabilities, Toucan is positioned as a powerful solution for companies looking to enhance their analytics offerings. **Average Rating:** 4.7/5.0 **Total Reviews:** 179 **How Do G2 Users Rate Toucan?** - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.9/10) - **Steps to Answer:** 8.5/10 (Category avg: 8.3/10) - **Reports Interface:** 8.7/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.5/10 (Category avg: 8.5/10) **Who Is the Company Behind Toucan?** - **Seller:** [Toucan Toco](https://www.g2.com/sellers/toucan-toco) - **Year Founded:** 2015 - **HQ Location:** Boston, Massachusetts - **Twitter:** @Toucan_Toco (2,402 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3661933/ (78 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst - **Top Industries:** Computer Software, Banking - **Company Size:** 43% Small-Business, 30% Mid-Market #### What Are Toucan's Pros and Cons? **Pros:** - Ease of Use (8 reviews) - Easy Integrations (8 reviews) - Data Visualization (7 reviews) - Integrations (7 reviews) - Insights (6 reviews) **Cons:** - Complexity (2 reviews) - Complex Usage (2 reviews) - Learning Curve (2 reviews) - Limited Customization (2 reviews) - Bugs (1 reviews) ### What Do G2 Reviewers Say About Toucan? *AI-generated summary from verified user reviews* **Pros:** - Users find Toucan to be **extremely easy to use** , facilitating quick integration and effective data visualization. - Users value the **easy integrations** of Toucan, simplifying the addition of diverse data sources into existing systems. - Users praise Toucan for its **intuitive data visualization capabilities** and seamless integration with existing tech ecosystems. - Users value Toucan's **flexible integrations** with various data sources, facilitating seamless dashboard creation and management. - Users appreciate the **no-code dashboard creation** of Toucan, making data visualization and integration seamless and straightforward. **Cons:** - Users find the **complexity of the UI** challenging, especially for new users navigating the tool independently. - Users find the **complex usage** of Toucan challenging, particularly for new users navigating its interface. - Users find a **steep learning curve** with Toucan, as navigating the complex UI can be challenging for newcomers. - Users note the **limited customization** options in Toucan, which can restrict flexibility in data visualization presentations. - Users report encountering **occasional bugs** with Toucan, leading to increased maintenance costs and some learning curve for development. #### What Are Recent G2 Reviews of Toucan? **"[The game-changer to turn our data into actionable insights](https://www.g2.com/survey_responses/toucan-review-10931373)"** **Rating:** 5.0/5.0 stars *— Robin C.* [Read full review](https://www.g2.com/survey_responses/toucan-review-10931373) --- **"[An Amazing Tool For Embedded Business Intelligence](https://www.g2.com/survey_responses/toucan-review-12302095)"** **Rating:** 4.5/5.0 stars *— Felice C.* [Read full review](https://www.g2.com/survey_responses/toucan-review-12302095) --- #### What Are G2 Users Discussing About Toucan? - [What is Toucan used for?](https://www.g2.com/discussions/what-is-toucan-used-for) ### 24. [datapine](https://www.g2.com/products/rib-software-datapine/reviews) datapine is a business intelligence & dashboarding platform that is focused on self-service, but also offers advanced analytics features such as predictive analytics or intelligent data alerts based on artificial intelligence and machine learning. With a few clicks, datapine integrates dozens of data sources such as databases, flat files, marketing analytics, social media data, CRM, and ERP data as well as helpdesk data. Thanks to an intuitive user interface, users of all skill levels can visualize and make sense of complex data by asking important questions and receiving answers immediately. The core of the product are dynamic, interactive business dashboards, that help to share insights within the organization effectively. datapine enables managers to data scientists to explore, visualize, analyze and report data in one central analytics platform and empowers modern, KPI driven businesses to grow further. datapine is a RIB Software GmbH solution. **Average Rating:** 4.6/5.0 **Total Reviews:** 26 **How Do G2 Users Rate datapine?** - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10) - **Steps to Answer:** 10.0/10 (Category avg: 8.3/10) - **Reports Interface:** 10.0/10 (Category avg: 8.7/10) - **Calculated Fields:** 10.0/10 (Category avg: 8.5/10) **Who Is the Company Behind datapine?** - **Seller:** [RIB Software](https://www.g2.com/sellers/rib-software) - **Year Founded:** 1961 - **HQ Location:** Stuttgart, DE - **Twitter:** @RIB_Global (1,214 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/rib-software/ (1,556 employees on LinkedIn®) - **Ownership:** ETR:RIB **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 42% Small-Business #### What Are Recent G2 Reviews of datapine? **"[All in one BI tool with powerful features](https://www.g2.com/survey_responses/datapine-review-5112205)"** **Rating:** 5.0/5.0 stars *— Verified User in Retail* [Read full review](https://www.g2.com/survey_responses/datapine-review-5112205) --- **"[Great predictive analytics features for budgeting](https://www.g2.com/survey_responses/datapine-review-7521266)"** **Rating:** 5.0/5.0 stars *— Verified User in Consumer Services* [Read full review](https://www.g2.com/survey_responses/datapine-review-7521266) --- ### 25. [Bold Reports](https://www.g2.com/products/bold-reports/reviews) Bold Reports® by Syncfusion® is a modern self-service and embedded reporting solution that empowers organizations to design, manage, and deliver pixel-perfect, paginated reports with ease. It supports both RDL and RDLC formats, offering full compatibility and flexibility for enterprise reporting needs. With support for embedding in over 10 application platforms, including JavaScript, Angular, React, Blazor, and ASP.NET Core, Bold Reports seamlessly integrates into any tech stack. Bold Reports serves a wide range of users—from individual developers and small teams to large enterprises and government organizations—offering scalable solutions with export options that include PDF, Excel, Word, PowerPoint, and HTML. With an intuitive, WYSIWYG, drag-and-drop Report Designer, users of all skill levels can create interactive, rich reports using a wide array of 40+ report items: charts, tables, matrices, gauges, maps, barcodes, sparklines, and more. It supports over 30 data connectors, including SQL databases, Excel files, REST APIs, cloud services, and the Bold Data Hub for centralized data management. Backed by the end-to-end expert support of Syncfusion®, Bold Reports is ideal for organizations looking to scale their reporting with speed and intelligence. Customers benefit from 24/5 assistance from onboarding to full implementation through free, scheduled support calls, live chat, and email. Note: Older reviews may reference the product’s previous name, “Syncfusion® Report Platform.” **Average Rating:** 4.1/5.0 **Total Reviews:** 56 **How Do G2 Users Rate Bold Reports?** - **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.9/10) - **Steps to Answer:** 7.5/10 (Category avg: 8.3/10) - **Reports Interface:** 8.3/10 (Category avg: 8.7/10) - **Calculated Fields:** 8.1/10 (Category avg: 8.5/10) **Who Is the Company Behind Bold Reports?** - **Seller:** [Syncfusion](https://www.g2.com/sellers/syncfusion) - **Company Website:** https://www.syncfusion.com - **Year Founded:** 2001 - **HQ Location:** Morrisville, North Carolina - **Twitter:** @Syncfusion (11,907 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/123064/ (2,611 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 56% Small-Business, 33% Mid-Market #### What Are Bold Reports's Pros and Cons? **Pros:** - Ease of Use (10 reviews) - Customer Support (9 reviews) - Easy Integrations (9 reviews) - Report Generation (8 reviews) - Integrations (7 reviews) **Cons:** - Learning Difficulty (6 reviews) - Slow Performance (6 reviews) - Report Issues (5 reviews) - Bugs (3 reviews) - Complex Usage (3 reviews) ### What Do G2 Reviewers Say About Bold Reports? *AI-generated summary from verified user reviews* **Pros:** - Users find Bold Reports to be **easy to use** , appreciating its intuitive design and seamless integration capabilities. - Users commend the **excellent customer support** of Bold Reports, consistently offering prompt and helpful assistance. - Users value the **easy integrations** of Bold Reports, enhancing flexibility and streamlining report creation across applications. - Users value the **robust report generation capabilities** of Bold Reports, enhancing flexibility and innovation in their applications. - Users appreciate the **seamless integration** capabilities of Bold Reports, enhancing their applications with flexibility and ease. **Cons:** - Users note a significant **learning difficulty** with Bold Reports, especially during initial setup and interface navigation. - Users experience **slow performance** with large reports unless properly optimized, affecting overall user satisfaction. - Users experience **difficulties with report issues** , hindering development and complicating the implementation of new requirements. - Users report encountering **bugs and glitches** that hinder usability and affect the overall experience with Bold Reports. - Users find the **setup process for Bold Reports to be convoluted** , leading to a frustrating start and navigation challenges. #### What Are Recent G2 Reviews of Bold Reports? **"[Impressive UI Simplifies Report Creation](https://www.g2.com/survey_responses/bold-reports-review-12616614)"** **Rating:** 5.0/5.0 stars *— Ronald N.* [Read full review](https://www.g2.com/survey_responses/bold-reports-review-12616614) --- **"[Fast, Flexible & Fantastic Value!](https://www.g2.com/survey_responses/bold-reports-review-12761102)"** **Rating:** 5.0/5.0 stars *— Matthew R.* [Read full review](https://www.g2.com/survey_responses/bold-reports-review-12761102) --- #### What Are G2 Users Discussing About Bold Reports? - [What is Bold Reports used for?](https://www.g2.com/discussions/what-is-bold-reports-used-for) - 1 comment ## What Is Embedded Business Intelligence Software? [Business Intelligence Software](https://www.g2.com/categories/business-intelligence) ## What Software Categories Are Similar to Embedded Business Intelligence Software? - [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools) - [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics) - [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) --- ## How Do You Choose the Right Embedded Business Intelligence Software? ### What You Should Know About Embedded Business Intelligence Software ### What is Embedded Business Intelligence Software? Embedded business intelligence (BI) software, also known as embedded analysis software, gives users self-service analytics capabilities within business applications. Software developers use embedded business intelligence tools to build analytics into business applications, giving users access to analytics without relying on third party BI consultants or customer support. The software in this category makes it easy to house analytics inside a specific application. Additionally, some embedded business intelligence platforms provide businesses with embedded dashboards; this allows employees easy access to relevant analysis. While these tools may be sold to enterprise companies for internal systems such as [HR](https://www.g2.com/categories/hr) or [ERP systems](https://www.g2.com/categories/erp-systems), they are usually sold to other software companies who integrate them in existing software to give the software embedded business intelligence capabilities. Key Benefits of Embedded Business Intelligence Software - Empower users to access data during daily workflow without exiting their current application - Allow users to [transform data](https://www.g2.com/categories/embedded-business-intelligence/f/data-transformation) into a useful and relatable model embedded within a business application - [Create reports](https://www.g2.com/categories/embedded-business-intelligence/f/reports-interface), dashboards, and visualizations ### Why Use Embedded Business Intelligence Software? Business applications produce vast amounts of data which can be very useful for end users. Traditionally, business users that wanted to extract and analyze data would use business intelligence platforms; they would need to extract the data from the application and upload it to the platform. Embedded business intelligence is an alternative approach where users can access analytics from within the user interface of the given application. Embedded business intelligence provide users with interactive visual dashboards and reporting functionality within the actual business application. - Engaged users — Incorporating embedded business intelligence into applications results in higher productivity for end users, since they can access data and analytics within the application they are using. - Improved efficiency — Companies are seeing a decline in ad hoc analytics requests when embedded business intelligence is deployed. - Better applications — Users spend more time using applications when they are enhanced with embedded business intelligence, this leads to enhanced productivity and better deployment of the applications. ### Who Uses Embedded Business Intelligence Software? Analytics is no longer out of reach for the everyday employee. Thanks to self-service analytics and embedded business intelligence, data analysis is open to many, and insights can be drawn from data by anyone with basic software capabilities. However, there are still specific positions that utilize this software more than others. - Software developers — Developers that want to create the next generation of products and services can use embedded business intelligence to build analytics capabilities into their applications, including custom reports and dashboards. - Business users — Analytics can be at the business user’s fingertips, allowing them to understand the data. The user-friendly designs of this software are especially helpful for users at smaller companies where this type of analysis is a small facet of a user’s job. - Business analysts — These tools give business analysts the ability to create custom dashboards and reports that serve a variety of stakeholders. These platforms empower analysts to stay up to date on their rapidly changing markets. - Data engineers — With embedded business intelligence, data engineers can focus on pulling data from disparate sources, furthering their ability to build analytics apps, widgets, and dashboards for business users. ### Kinds of Embedded Business Intelligence Software There are two areas where embedded business intelligence software are typically used, externally and internally. In both cases, analytics capabilities are built into business applications, the only difference is the end user. - External embedding — Embeds analytics into customer-facing applications to make them more useful, allowing users to understand the data they are viewing or creating. An example of external embedding would be a mobile app development company that builds a portal for clients to access analytics related to their mobile applications. - Internal embedding — Integrates reports and dashboards into tools a business’s employees use, allowing them to garner insights into their data from a wide range of sources and formats. An example of internal embedding would be a company’s IT department that develops and manages applications used by internal stakeholders and partners to understand internal company data, such as sales and marketing metrics. ### Embedded Business Intelligence Software Features Embedded business intelligence software tend to have a wide range of features, including visualization and reporting and data modeling. The following features are found in most embedded business intelligence software. - Integratable — When embedded business intelligence capabilities are integrated in a business application, users can access dashboards, visualizations, and reports. - White labeling — Embedded business intelligence software give developers the ability to white label and seamlessly integrate analytics to match the look and feel of of any given application. - Visualizations and reporting — Users can create reports and other user-friendly visualizations to better illustrate data and gain a competitive advantage. - [Data modeling](https://www.g2.com/categories/embedded-business-intelligence/f/data-modeling) — Support self-service data modeling, blending, and [discovery processes](https://www.g2.com/categories/embedded-business-intelligence/f/data-discovery). These advanced analytics capabilities allows the user to get a high-level view of the data and understand it well. Other features of embedded business intelligence software: [Automodeling](https://www.g2.com/categories/embedded-business-intelligence/f/automodeling), [Collaboration & Workflow](https://www.g2.com/categories/embedded-business-intelligence/f/collaboration-workflow), and [Search Capabilities](https://www.g2.com/categories/embedded-business-intelligence/f/search). ### Trends Related to Embedded Business Intelligence Software Data and data analytics are no confined to IT departments and data experts. The rise in self-service analytics platforms coupled with artificial intelligence (AI) has led to an advance in embedded business intelligence. Features of these products allow users to query data using [natural language processing (NLP) software](https://www.g2.com/categories/natural-language-processing-nlp) and platforms that allow users to dig into their data using AI and [machine learning software](https://www.g2.com/categories/machine-learning). Conversational interface — Users can uncover deeper answers to questions about data using intuitive language such as “how were sales this week" or “who was the highest-performing employee this month." Intuitive methods of querying data means a larger user base that can access and make sense of complex analytics. AI-powered insights — End users can discover hidden insights with the power of machine learning. This technology can make sense of data for users and help them understand what they are seeing. ### Potential Issues with Embedded Business Intelligence Software Where the product lives — There are a few considerations to make when buying embedded business intelligence software. It may require lots of work by a skilled development team or vendor support staff to embed the business intelligence tool, especially if the data is particularly messy. Some data might not be compatible with different products. Additionally, embedded software still offers self-service qualities that vary in levels of difficulty. Plan for adoption — At the start, analytics tools may not seem valuable to all employees; end users might struggle to adopt the solutions. Therefore, it’s important for companies to have a plan to encourage and promote user adoption. Time to market — As with any software implementation, it’s important to think about how long it will take to implement. It’s important to consider related software that a company might need, such as [data integration software](https://www.g2.com/categories/data-integration). Data security — Don’t make data security an afterthought. Companies must consider security options to ensure the correct users see the correct data. It must also have security options that allow administrators to assign verified users different levels of access to the platform. ### Software and Services Related to Embedded Business Intelligence Software The following solutions can be used in conjunction with the products in this category to make the most comprehensive reports possible. [Application development software](https://www.g2.com/categories/application-development) — Embedded business intelligence tools differ from development tools in terms of how easy they integrate within different applications. Developers typically use some sort of [application development software](https://www.g2.com/categories/application-development), such as [mobile development software](https://www.g2.com/categories/mobile-development) or [rapid application development (RAD) software](https://www.g2.com/categories/rapid-application-development-rad), to leverage templated infrastructure. [Business intelligence platforms](https://www.g2.com/categories/business-intelligence) — Embedded business intelligence is not always the right solution for a business problem. Sometimes, it makes more sense to start by using a stand-alone analytics platform. Many of these platforms are self-service, which means they are user-friendly and helps anyone who wants to better understand data. [Database software](https://www.g2.com/categories/database-software) — There are a plethora of solutions for storing, organizing, and sharing large amounts of data to later be accessed and analyzed by analytics tools. Products in this parent category include everything from [big data software](https://www.g2.com/categories/big-data) to traditional table-based [relational databases software](https://www.g2.com/categories/relational-databases). Each business has a unique set of metrics tied to their operation, products, and clientele. Businesses should research and implement database solutions to find the one that makes the most sense for their data types and analytical needs. When considering an embedded business intelligence solution, users should investigate which databases can integrate with their tool and make the most logical product choice for their particular situation. These analytics products don’t serve much purpose without the ability to pull data from an existing company database. [Sales analytics software](https://www.g2.com/categories/sales-analytics) — When seeking to refine and optimize sales efforts, companies might require more focused insights than those offered with standard embedded business intelligence technology. Sales analytics software identifies strengths, weaknesses, and other detailed analysis of sales departments and individual salespeople. Improving sales processes helps bolster a business from all angles while contributing to a business intelligence strategy.Some companies might consider [marketing analytics software](https://www.g2.com/categories/marketing-analytics) for a big picture perspective of overall marketing efforts. _Researched and written by _[_Matthew Miller_](https://research.g2.com/insights/author/matthew-miller)