--- title: IBM Cognos Analytics Reviews meta_title: 'IBM Cognos Analytics Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 506 reviews by the users' company size, role or industry to find out how IBM Cognos Analytics works for a business like yours. aggregate_rating: rating_value: 4.1 review_count: 506 scale: '5' date_modified: '2026-08-03' parent_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- # IBM Cognos Analytics Reviews **Vendor:** IBM **Category:** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Average Rating:** 4.1/5.0 **Total Reviews:** 506 ## About IBM Cognos Analytics IBM Cognos Analytics is a business intelligence and analytics solution that uses agentic AI to help teams transform trusted data into actionable 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. ## IBM Cognos Analytics Pros & Cons **What users like:** - Users appreciate the **ease of use** of IBM Cognos Analytics, enjoying intuitive features for reporting and analysis. (36 reviews) - Users appreciate the **quick and easy report generation** capabilities of IBM Cognos Analytics, enhancing their data analysis experience. (17 reviews) - Users appreciate the **in-depth adaptable dashboards** of IBM Cognos Analytics for generating insightful reports and visuals. (15 reviews) - Users value the **effortless data visualization** of IBM Cognos Analytics, enhancing understanding through engaging and adaptable dashboards. (15 reviews) - Users value the **intuitive user interface** of IBM Cognos Analytics, enhancing data comprehension and report creation efforts. (12 reviews) - Users appreciate the **customizable dashboard** features of IBM Cognos Analytics, facilitating clear visuals from complex data sources. (11 reviews) - Users appreciate the **ease of dashboard creation** with Cognos Analytics, enabling novice users to create complex reports quickly. (11 reviews) - Users appreciate the **efficiency** of IBM Cognos Analytics, benefiting from quick report generation and clear visualizations. (11 reviews) - Features (11 reviews) - Users value the **intuitive interface** of IBM Cognos Analytics, making it accessible for non-technical users. (11 reviews) **What users dislike:** - Users find the **learning curve steep** , making initial navigation and integration with other software challenging. (18 reviews) - Users find the **learning difficulty** of IBM Cognos Analytics challenging, requiring substantial training and patience for effective use. (10 reviews) - Users experience **slow performance** with IBM Cognos Analytics, especially with complex reports and large data sets. (9 reviews) - Users find the **complexity** of building reports in IBM Cognos Analytics a significant barrier due to steep learning curves. (8 reviews) - Users find the **complex usage** of IBM Cognos Analytics challenging, particularly for new users navigating advanced features. (6 reviews) - Users find the pricing of IBM Cognos Analytics to be **expensive** , impacting overall satisfaction despite its features. (6 reviews) - Initial Difficulty (6 reviews) - Beginner Difficulty (5 reviews) - Difficult Navigation (5 reviews) - Limited Features (5 reviews) ## IBM Cognos Analytics Reviews ### 1. Good...but it needs a improvement to stand out **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** March 28, 2024 **What do you like best about IBM Cognos Analytics?** 1. Custom SQL Query 2. User friendly 3. Integration and Security **What do you dislike about IBM Cognos Analytics?** 1. working with cloud the intergration is not upto the mark 2.report performance **What problems is IBM Cognos Analytics solving and how is that benefiting you?** it is not only doing analytical reporting but it helped in operational reporting. Because of its easy to understand and learn new users /leraners in this field can benefit by learning this. ### 2. It is an intuitive tool **Rating:** 4.0/5.0 stars **Reviewed by:** Marcos J. | Architect, Mid-Market (51-1000 emp.) **Reviewed Date:** November 17, 2023 **What do you like best about IBM Cognos Analytics?** It's easy to use To create a Dashboard you hardly need any training. **What do you dislike about IBM Cognos Analytics?** I think you need the graphics to be editable. Other times, we have had problems with performance On the other hand, I do not see a clear privacy control (Anyone can see all the information on a Dashboard), it would be very important to be able to hide fields from different users **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Mainly displays the content in a beautiful way (Dashboard) ### 3. One of the good data visualization tools **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2023 **What do you like best about IBM Cognos Analytics?** The user interface was very good and easy to use. It was easy to onboard business users on it with minimal or no training. **What do you dislike about IBM Cognos Analytics?** Self service capabilities are limited and data integration required the help of IT development team. Otherwise, its a great tool. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** A lot of business units generate lot of data and they all need data visualization tools. IBM Cognos platform is helping us visualize the data in the form of reports which business teams can access and get data. Features like downloading data in excel are super easy as compared to other tools like SAC. ### 4. Powerful, but lacks useful training options **Rating:** 3.5/5.0 stars **Reviewed by:** L S. | Mid-Market (51-1000 emp.) **Reviewed Date:** March 17, 2023 **What do you like best about IBM Cognos Analytics?** The ability to relatively easily get data into usable formats without needing to know SQL, and the ease of the ability to automate/schedule reports to be sent to those that need it. **What do you dislike about IBM Cognos Analytics?** Even though I have some basic self-taught SQL knowledge I'm "just" a user without programming training, and I find data source joins to be frustrating in Cognos. When trying to join tables I'll get an error along the lines of "this doesn't use the same query context" which doesn't help me fix the problem. Also, training options are very limited. No options on LinkedIn Learning, the options I found on YouTube aren't relevant, and the IBM support community pages have wildly different opinions on what someone might try, but little that I've found helpful. I took a ~10 hour training course (through Senturus) on professional report writing and still find it difficult, so I can only imagine a brand new user would be very frustrated. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** We have a large database full of information but the built-in analytics tools are virtually non-existent. I use it less for visualization and more for getting line-level data from the database. ### 5. IBM Cognos for the win **Rating:** 5.0/5.0 stars **Reviewed by:** abbi r. | Sr Supervisor, Enterprise (> 1000 emp.) **Reviewed Date:** October 05, 2023 **What do you like best about IBM Cognos Analytics?** How easy it is to pull reports and the tip of your fingers **What do you dislike about IBM Cognos Analytics?** Sometime the wording may be a little misleading. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Cognos benefits me with the indepth research that is needed for my team. It pull all applicable data so I can clearly see trends and recognize issues. ### 6. Certified User of Cognos for over 15 years as analyst, report developer and framework developer. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Education Management | Enterprise (> 1000 emp.) **Reviewed Date:** October 26, 2023 **What do you like best about IBM Cognos Analytics?** The ease of creating reports even for a novice is especially appreciated as sometimes in my current position, I have to to train users. **What do you dislike about IBM Cognos Analytics?** I do not like the error descriptions. They tend to be general. When I am developing, I do not like stopping to contact the administrator to check the logs **What problems is IBM Cognos Analytics solving and how is that benefiting you?** HR and finance analytics ### 7. Powerful software but lacks some features **Rating:** 4.5/5.0 stars **Reviewed by:** Lakshmisha S. | GRC Consultant | Senior Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** October 05, 2023 **What do you like best about IBM Cognos Analytics?** Reports and and reporting fragments that we use. Design is easier but laggy sometimes. **What do you dislike about IBM Cognos Analytics?** Laggy user interface. Ability to sync with other frameworks instantly. Colors is UI can be more except using IBM theme. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Reporting tool for IBM openpages. Reporting fragments in data records. As a querying tool in to our database which is where I make use of mostbif the time. ### 8. Helping to drive Business Intelligence With Data **Rating:** 5.0/5.0 stars **Reviewed by:** Rhythm K. | IT Engineer, Financial Services, Enterprise (> 1000 emp.) **Reviewed Date:** March 17, 2023 **What do you like best about IBM Cognos Analytics?** The best part is the approach that uses Artificial Intelligence for visualisation is great and helps to take great decisions helping to bring better outcomes, prediction models, as well as data exploration models, gives good results, on top of everything the tool is easy to use. **What do you dislike about IBM Cognos Analytics?** IBM Cognos Analytics with Watson being an IBM product works well within IBM ecosystem but when it comes to third party integration it's a nightmare and many times not supported, another problem which I discovered is the performace lag when dealing with large and complex datasets as this should be there for the price point being paid. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson has helped us to drive decisions helping to improve outcomes and made data centralisation providing ease for analysis as well as reporting, helping to implement single source of truth still working with many other providers. ### 9. IBM Cognos Analytics and Watson: Effortless Reporting and Insight **Rating:** 5.0/5.0 stars **Reviewed by:** Vaishalika N. | Mid-Market (51-1000 emp.) **Reviewed Date:** February 13, 2023 **What do you like best about IBM Cognos Analytics?** One of the things I like best about IBM Cognos Analytics with Watson is its intuitive user interface. The platform is user-friendly and easy to navigate, which makes it accessible to users of all skill levels. Additionally, it provides an array of visualization options, making it possible to explore and analyze data in a variety of ways. Another great feature is the platform's ability to handle large amounts of data and provide quick insights. The platform's powerful algorithms and data processing capabilities make it possible to perform complex data analysis tasks in real-time, saving users valuable time and resources. **What do you dislike about IBM Cognos Analytics?** Cost - the cost of the software can be a barrier for smaller businesses and organizations. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson is solving the problem of providing a comprehensive and integrated solution for data analysis, reporting, and visualization. It is utilizing the power of Watson AI to provide advanced analytics and insights to help organizations make informed decisions. The benefits of this solution include improved accuracy and efficiency of data analysis, faster and more informed decision-making, and reduced complexity and costs associated with data management and analysis. With its intuitive and user-friendly interface, even non-technical users can easily access and analyze data, making it a valuable tool for organizations looking to leverage the full potential of their data. ### 10. Data-Driven Decisions with IBM Cognos Analytics and Watson **Rating:** 4.5/5.0 stars **Reviewed by:** Rekha A. | Digital Marketing Strategist, Mid-Market (51-1000 emp.) **Reviewed Date:** February 12, 2023 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics with Watson is a comprehensive business intelligence and analytics solution that caters to organizations with the tools they need to make data-driven decisions confidently. The platform integrates Watson AI technology to deliver a more intelligent and personalized experience for users, making it easier for them to uncover valuable insights and trends in their data. One of the standout features of IBM Cognos Analytics with Watson is its intuitive and user-friendly interface. The platform has a modern and sleek design, and is designed to be easily accessible to users of all skill levels. This makes it simple and uncomplicated for anyone to create reports, dashboards, and data visualizations, regardless of their technical expertise. Additionally, the platform offers a wealth of customization options, allowing users to tailor the experience to their specific needs and preferences. Another key leverage of IBM Cognos Analytics with Watson is its robust data management capabilities. The platform provides a centralized location for organizations to store and manage all their data, which can be sourced from a wide range of internal and external sources. This includes support for advanced data preparation and discovery, making it easier for organizations to uncover valuable insights and trends in their data. In terms of performance, IBM Cognos Analytics with Watson is fast and reliable, delivering quick query and data retrieval times even when working with large amounts of data. The platform is built on IBM infrastructure, which provides a reliable and secure foundation for data management. Additionally, the venue features advanced security features, ensuring that sensitive data is protected and only accessible by authorized users. Regarding insights, IBM Cognos Analytics with Watson provides users with a wealth of data visualization options, including charts, graphs, maps, and more. The integration of Watson AI technology into the platform also makes it possible for users to generate predictions and forecasts based on their data, empowering them to make data-driven decisions confidently. Overall, IBM Cognos Analytics with Watson is a superior business intelligence and analytics solution that provides organizations with the tools they need to make data-driven decisions confidently. Its intuitive interface, robust data management capabilities, and advanced security features make it a solution worth considering for any organization looking to improve its data-driven decision-making processes. **What do you dislike about IBM Cognos Analytics?** 1. High cost: IBM Cognos Analytics with Watson is a premium business intelligence solution, and its price may be prohibitive for some organizations. 2. Steep learning curve: Although the platform is designed to be easily accessible, some users may find that it takes time to master its features and capabilities fully. 3. Limited customizability: While the platform offers a wealth of customization options, some users may find that they are limited in the changes they can make to the interface and functionality. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** One of the critical problems IBM Cognos Analytics with Watson solves is the difficulty of performing predictive analytics. Predictive analytics involves using data, statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on historical data. This can be a complex and time-consuming process, especially for organizations that lack the necessary expertise and tools. By integrating Watson AI technology into the platform, IBM Cognos Analytics with Watson simplifies the predictive analytics process, ### 11. Best Business Intelligence Tools on the Market **Rating:** 5.0/5.0 stars **Reviewed by:** Ranjeet K. | Team Lead - SEO, Mid-Market (51-1000 emp.) **Reviewed Date:** February 09, 2023 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics with Watson is a cloud-based data analysis and reporting tool that enables organizations to gain insights from their data. It offers a wide range of features and capabilities, including: Data visualization: It provides a visual interface for exploring and analyzing data, allowing users to quickly create charts, graphs, and other types of visualizations. Data exploration: It offers a self-service data exploration capability, allowing users to interact with their data and uncover insights on their own. Advanced analytics: It integrates with IBM Watson services, such as Watson Studio and Watson Machine Learning, to provide advanced analytics capabilities, including predictive modeling, machine learning, and natural language processing. Report creation: It offers a report authoring environment that enables users to create reports based on their data, with the ability to add filters, calculations, and other elements to enhance the report. Collaboration: It provides a collaborative environment that allows teams to work together on data analysis projects, share insights, and communicate their results. These are some of the features that make IBM Cognos Analytics with Watson a powerful and versatile tool for data analysis and reporting. **What do you dislike about IBM Cognos Analytics?** High cost: Some users may find the cost of IBM Cognos Analytics with Watson to be a drawback, especially for smaller organizations with limited budgets. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson is designed to help organizations gain insights from their data and make better-informed decisions. It solves several common problems faced by organizations, including: Data silos: Many organizations struggle with data silos, where different departments have their own data repositories and it can be difficult to access and combine data from these different sources. IBM Cognos Analytics with Watson provides a centralized platform for data analysis and reporting that integrates with a variety of data sources. Lack of insights: Even with access to data, many organizations struggle to extract meaningful insights from their data. IBM Cognos Analytics with Watson provides a range of data visualization and analysis tools that make it easier for users to explore and understand their data. Time-consuming report creation: Creating reports can be time-consuming and require specialized skills. IBM Cognos Analytics with Watson provides a report-authoring environment that makes it easier for users to create reports and share their results with others. Limited collaboration: In many organizations, data analysis is often siloed, with different departments working in isolation. IBM Cognos Analytics with Watson provides a collaborative environment that enables teams to work together on data analysis projects and share insights. By solving these problems, IBM Cognos Analytics with Watson can help organizations make better-informed decisions, improve their operations, and gain a competitive advantage. ### 12. Revolutionizing Business Intelligence with IBM Cognos Analytics with Watson **Rating:** 4.5/5.0 stars **Reviewed by:** Shubham G. | Small-Business (50 or fewer emp.) **Reviewed Date:** February 08, 2023 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics with Watson is truly a game changer in the world of business intelligence. This powerful platform combines the best of IBM's renowned analytics technology with the cutting-edge AI capabilities of Watson, resulting in an unparalleled experience for data analysis and reporting. One of the things I appreciate the most about IBM Cognos Analytics with Watson is how user-friendly it is. With a clear and intuitive interface, even those without a technical background can easily navigate and use the software. The drag-and-drop functionality makes creating reports and dashboards a breeze, and the ability to connect to a variety of data sources only adds to the flexibility of the platform. But what truly sets IBM Cognos Analytics with Watson apart is the integration of Watson AI. This integration allows for advanced data analysis and insights that were previously impossible to obtain. The AI-powered insights and recommendations provide a level of accuracy and precision that manual analysis could never match. In conclusion, I highly recommend IBM Cognos Analytics with Watson to any organization looking to take their business intelligence to the next level. With its advanced functionality, user-friendly design, and integration of Watson AI, this platform is a must-have for any company looking to make data-driven decisions and stay ahead of the competition. **What do you dislike about IBM Cognos Analytics?** While IBM Cognos Analytics with Watson is a powerful and highly capable platform, there are a few things that some users may find as drawbacks. Here are a few potential limitations to keep in mind: Cost: IBM Cognos Analytics with Watson is a premium platform, and as such, can be expensive for some organizations, especially smaller businesses with limited budgets. Steep Learning Curve: While the user interface is generally considered to be intuitive, the platform can be complex and may require a steep learning curve for some users, especially those with limited experience in data analytics and reporting. Limited Customization Options: While the platform provides a wide range of pre-built templates and reports, some users may find that customization options are limited, making it difficult to meet their specific needs and requirements. Integration Limitations: While IBM Cognos Analytics with Watson integrates well with other IBM tools and systems, some users may find that it has limited compatibility with other third-party tools and systems. Performance Issues: Some users have reported performance issues, particularly when dealing with large and complex datasets, which can lead to slow processing times and reduced overall efficiency. It's important to keep these potential drawbacks in mind when evaluating IBM Cognos Analytics with Watson, however, these limitations may vary depending on the specific use case and may not be applicable to all users. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson is solving a number of key challenges faced by businesses in the data analysis and reporting process. The integration of IBM Cognos Analytics and Watson AI is providing the following benefits: Improved Data Management: IBM Cognos Analytics with Watson provides a centralized platform for data analysis and reporting, making it easier for businesses to manage and make sense of their data. This results in improved data accuracy, reliability and faster decision-making. Streamlined Reporting: The platform streamlines the reporting process, making it faster, more accurate and more efficient. This enables businesses to make informed decisions based on up-to-date information, leading to improved decision-making. Advanced Analytics: The integration of Watson AI provides businesses with advanced analytics capabilities, such as predictive analytics, machine learning and natural language processing. This allows businesses to uncover hidden insights and trends in their data, leading to better and more informed decision-making. Increased Collaboration: IBM Cognos Analytics with Watson provides a platform for collaboration and information sharing, enabling teams to work together more effectively. This results in better alignment, increased transparency and improved communication, leading to improved decision-making and faster problem resolution. Scalability and Flexibility: IBM Cognos Analytics with Watson is highly scalable and flexible, making it an ideal solution for businesses of all sizes. The platform can be easily configured to meet the unique needs of each organization, leading to improved efficiency and reduced costs. In conclusion, IBM Cognos Analytics with Watson is providing businesses with a comprehensive solution for data analysis and reporting, enabling them to make informed decisions, work more efficiently and stay ahead of the competition ### 13. Cognos Analytics with Watson will help your business **Rating:** 5.0/5.0 stars **Reviewed by:** Vinod S. | Manager SEO, Small-Business (50 or fewer emp.) **Reviewed Date:** February 03, 2023 **What do you like best about IBM Cognos Analytics?** I love the fact that IBM Cognos Analytics with Watson provides users with an easy to use interface for data visualization and analysis. The software is very user friendly, and the visualizations are stunning. I also appreciate the fact that the software is constantly being updated with new features and improvements. **What do you dislike about IBM Cognos Analytics?** There are a few things that we dislike about IBM Cognos Analytics with Watson. First, the software can be quite complex and difficult to use. It can be hard to find the right function or tool, and the interface is not always intuitive. Second, the software can be slow and resource-intensive, which can make working with large data sets or complex queries difficult. Finally, the pricing can be quite high, especially for larger organizations. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson is a product which helps to solve complex analytical problems in real-time. It uses information from live databases to solve business problems like optimizing the supply chain, forecasting, planning, etc. in dynamic business environments. By working with information in real-time, agencies can collaborate to quickly make decisions and offer their customers the solutions they need. ### 14. Powrful data visualization platform **Rating:** 4.5/5.0 stars **Reviewed by:** John H. | Payroll Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** March 24, 2023 **What do you like best about IBM Cognos Analytics?** It helps my team to get employee data and study available analytics with the aim of improving performance. IBM Cognos Analytics with Watson provides intelligence information that helps us to plan and prepare for future. The data analytics provides real-time insights for business operations. **What do you dislike about IBM Cognos Analytics?** The main objectives that we have set to achieve from this platform have been implemented positively. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The business intelligence that is provided has enabled each sector to plan efficiently and avoid negative risks. The predictive analytics helps us to make reliable decisions and create awareness for future happenings. Data management and analysis has been efficient with the great performace from this stool that has enhanced implementation of projects and tasks effectively. ### 15. IBM Cognos Analytics is a great tool for data visualization **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Small-Business (50 or fewer emp.) **Reviewed Date:** October 05, 2023 **What do you like best about IBM Cognos Analytics?** The best thing about Cognos Analytics is that we chat and the AI suggests different graphs which speeds up the process of building a dashboard. **What do you dislike about IBM Cognos Analytics?** Many tweaks and settings are very hidden and they can be improved. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** It's helping me to view data and understand the trends and patterns. ### 16. Best for the Business intelligence tool that i used **Rating:** 5.0/5.0 stars **Reviewed by:** Rohith S. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** October 12, 2022 **What do you like best about IBM Cognos Analytics?** IBM cognos is the best tool that all organization use. It helped me pull the reports on day-to-day basics and analyze the data. It helps in finding the team where it lacks and strive hard to achieve the goals **What do you dislike about IBM Cognos Analytics?** There are only a few issues I encounter. Firstly, the Server crashes when I work simultaneously on multiple data sources. Secondly, It is hard to work if the report gets an error. The data analytics part got hanged sometimes. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Firstly, it takes very less time to extract and generate the data compared to other BI tools. It smoothly handles large volumes of data. Moreover, Artificial Intelligence and automation is a very cool features it comes that I require. ### 17. Review of IBM Cognos Analytics: An Insight into its Features and Benefits **Rating:** 4.5/5.0 stars **Reviewed by:** Varun S. | Associate Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** February 09, 2023 **What do you like best about IBM Cognos Analytics?** Which provides advanced analytics and machine learning capabilities. This allows users to efficiently perform predictive analytics and gain deeper insights into their data. **What do you dislike about IBM Cognos Analytics?** The platform's cost can be higher compared to some other BI and analytics solutions. Performance issues when working with large data sets can impact the user experience. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson is a powerful and versatile BI and analytics platform that can help organizations gain insights and make informed decisions. ### 18. Amazing Tool for business intelligence (BI) **Rating:** 5.0/5.0 stars **Reviewed by:** Sitesh S. | Senior Software Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** February 09, 2023 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics with Watson makes it easy for users to create reports, dashboards, and scorecards, even without specialized technical skills. **What do you dislike about IBM Cognos Analytics?** I have not found any issues using this tool. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** With drag-and-drop functionality, users can quickly build visualizations, and with Watson AI technologies integrated into the platform, they can receive recommendations, insights, and predictions that help them to better understand their data. ### 19. Very Good tool for for data visualization and data analytics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Enterprise (> 1000 emp.) **Reviewed Date:** January 02, 2023 **What do you like best about IBM Cognos Analytics?** IBM Cognos is a handy tool for data analysis and data visualization. The most liked feature of the IBM Cognos tool is, It handles extensive data very smoothly and can extract analysis reports very quickly as compared with other BI tools **What do you dislike about IBM Cognos Analytics?** Sometimes it gets struct due to server crashes which can be improved by increasing the server capacity. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos is solving data visualization with data analytics. It provides both the solution in a single product, which help the organization to see everything as one place ### 20. Best Business Intelligence with AI Enabled **Rating:** 4.5/5.0 stars **Reviewed by:** Ritesh K. | Sr SEO Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** February 09, 2023 **What do you like best about IBM Cognos Analytics?** Best Business intelligence software with ai feature to make work easier and faster. **What do you dislike about IBM Cognos Analytics?** It has some limitations with the dashboard and needs to be worked upon. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The software is solving the data visualization work easier for organizations. ### 21. IBM Cognos Analytics with Watson Review **Rating:** 4.0/5.0 stars **Reviewed by:** MUHAMMED SHIYAD C. | System Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 02, 2022 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics very easy to visualise data according to our own needs and preferences. **What do you dislike about IBM Cognos Analytics?** Some dashboard customisations are making bit harder for small enterprises to adopt. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** IBM Cognos Analytics with Watson helps me to visualise a large amount of data. Able to make better decisions by analysing patterns and relations from those data. ### 22. Cognos Reporting tools are robust and most flexible to use. **Rating:** 5.0/5.0 stars **Reviewed by:** Prajesh P. | Risk Reporting Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** The flexibility and compatible with multiple data sources. **What do you dislike about IBM Cognos Analytics?** Limited Visualization and options of Visualization formatting when compared with PowerBI. Also, missing integration with MS Office suite for example: Powerpoint **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The visualization and Dashboard tools provide good insights. The client does not have manually create an excel sheet. ### 23. IBM Cognos Analytics with Watson - Satya **Rating:** 3.5/5.0 stars **Reviewed by:** Veeravenkata S. | Principal Cloud Architect, Enterprise (> 1000 emp.) **Reviewed Date:** November 14, 2022 **What do you like best about IBM Cognos Analytics?** IBM Cognos Analytics with Watson is best visualizations can be generated with lot of insights **What do you dislike about IBM Cognos Analytics?** Documentions is a bit of problem and also the learning cources are very less aviaiable **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Best visualizations can be generated with lot of insights shows us the business data for predictions and analysis ### 24. Preview of Cognos 11.2.3 **Rating:** 4.5/5.0 stars **Reviewed by:** Jeremy L. | Analytics Team Lead, Mid-Market (51-1000 emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** Cascading filter option................. **What do you dislike about IBM Cognos Analytics?** Ability to export to Excel from a dashboard, maintaining the format **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The ability to ask natural language questions and to receive an answer ### 25. IBM Cognos needs gamification **Rating:** 4.0/5.0 stars **Reviewed by:** Lakshy G. | Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 20, 2022 **What do you like best about IBM Cognos Analytics?** Simplistic look with fast response time for user, and easy building **What do you dislike about IBM Cognos Analytics?** although there can be a area for devs to enjoy the process with introducing some gamification in the development process including for the user. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Analytical repetition is heavily reduced and efficiency is increased leading to more responsibility added to the daily work ### 26. I am new to Cognos analytics software. **Rating:** 5.0/5.0 stars **Reviewed by:** echezona a. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** visualizations and the added updates coming up will make it competitive. I lake the enhancements in the cloud computing for big data analysis. **What do you dislike about IBM Cognos Analytics?** the learning curve, It is not intuitive for a new bee **What problems is IBM Cognos Analytics solving and how is that benefiting you?** I am using it now for my coursework for ML and AI. The free software signed up by my organization is helping me save cost, ### 27. All in one Business Intelligence Tool **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Management Consulting | Mid-Market (51-1000 emp.) **Reviewed Date:** August 30, 2022 **What do you like best about IBM Cognos Analytics?** Creating report automation. This tool has an intelligent feature that you can schedule a date or a recurrence when will the report be executed and submit to end users. **What do you dislike about IBM Cognos Analytics?** Limitations of the dataset that can provide on a certain report, it is also slower compared to other BI tools when it comes to loading and downloading the data sets. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Lower cost, easy to maintain and it's more of a user-friendly tool. From a reporting standpoint, It is capable to provide storytelling of data that would benefit much to end users, particularly sales reports for the executive level. It has a good AI feature. ### 28. Very excited for the changes coming in this new version **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Defense & Space | Enterprise (> 1000 emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** Changes to dashboard. Gives users a fast way to see current activity and forecasting. **What do you dislike about IBM Cognos Analytics?** There is nothing that i can think of. Not at this time. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Being able to have more detailed dashboards. The forecasting portion was not as robust as it appears to be now ### 29. Easy to use snd learn **Rating:** 4.5/5.0 stars **Reviewed by:** Palash J. | Senior Data Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** December 03, 2021 **What do you like best about IBM Cognos Analytics?** Cloud based services have very minimum downtime and interface is good **What do you dislike about IBM Cognos Analytics?** Just UI design can be improved more. It can focus more on using AI **What problems is IBM Cognos Analytics solving and how is that benefiting you?** I can derive answers for the questions related to my business. ### 30. Cognos Analytics with Watson Review **Rating:** 4.5/5.0 stars **Reviewed by:** Dhiraj S. | Web Developer | Python Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** December 14, 2021 ### 31. Technical Architect **Rating:** 4.0/5.0 stars **Reviewed by:** Shashi K. | Assistant Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** November 03, 2022 **What do you like best about IBM Cognos Analytics?** Data visualization , forecasting and predictions of data. **What do you dislike about IBM Cognos Analytics?** After configuration services do not start correctly **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Predictions ### 32. Initial Impressions of CAwW 11.2.3 **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** * Multi-variate forecasting. * Capturing source reports for report views in Audit DB. **What do you dislike about IBM Cognos Analytics?** Lack of support/clear migration path to Data Modules from FM Models. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Getting data out of production dbs to present to end users. ### 33. IBM Cognos Analytics Review **Rating:** 5.0/5.0 stars **Reviewed by:** Shawn C. | architect, Enterprise (> 1000 emp.) **Reviewed Date:** September 21, 2022 **What do you like best about IBM Cognos Analytics?** Great product. Like to see requests are being reviewed by product teams. **What do you dislike about IBM Cognos Analytics?** more detailed information around deployment models instead of relying on 3rd party partners to answer questions. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** complex reports ### 34. It was a really good experience to learn more about ibm analytics which is very interesting **Rating:** 4.5/5.0 stars **Reviewed by:** SHAHRUKH K. | Senior Technical Specialist (Test engineer), Mid-Market (51-1000 emp.) **Reviewed Date:** August 18, 2022 **What do you like best about IBM Cognos Analytics?** The different tool available for the dif **What do you dislike about IBM Cognos Analytics?** The storage and the processing speed was not good actually **What problems is IBM Cognos Analytics solving and how is that benefiting you?** It works a lot for managing the web app and taking all the databases, into a stack form in sequentially ### 35. It was an amazing using Cognos Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Rauf M. | Lead Implementations and Enrollments, Mid-Market (51-1000 emp.) **Reviewed Date:** December 01, 2021 **What do you like best about IBM Cognos Analytics?** Reviewer rate publish to PDF,Report delivery scheduling, modeling, analysis, dashboards evet management and stories. I can understand my organisation data and can make an effective decision for my business. **What do you dislike about IBM Cognos Analytics?** Cross browser compatibility is somehow problematic. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** In analytics COGNOS business intelligence covers 97% of functions, which provides an average of 63% of features and functions. It lower cost, faster results and it improved my decision making. ### 36. IBM Watson is easy to setup and work with **Rating:** 4.0/5.0 stars **Reviewed by:** Mohammed A. | Associate Consultant -BI Analyst , Small-Business (50 or fewer emp.) **Reviewed Date:** August 03, 2022 **What do you like best about IBM Cognos Analytics?** The inbuilt AI functionality is awesome and I love it **What do you dislike about IBM Cognos Analytics?** Little bit tricky to find icons and integrate multiple times **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Iam currently working with ibm cognos to derive meaning ful insights to my clients ### 37. Sr Delivery Manager **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Insurance | Mid-Market (51-1000 emp.) **Reviewed Date:** November 03, 2022 **What do you like best about IBM Cognos Analytics?** Ability to handle large volume of unstructured information **What do you dislike about IBM Cognos Analytics?** Cost of implementation is on higher side for small organizations **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Data driven analysis ### 38. Cognos Analytics is a robust enterprise solution for analytics **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Media Production | Enterprise (> 1000 emp.) **Reviewed Date:** July 01, 2022 **What do you like best about IBM Cognos Analytics?** Robust Reporting, data modeling and dashboarding. Uploading files for analysis makes it very easy to analyze raw data. **What do you dislike about IBM Cognos Analytics?** Application is slow at times and it is difficult to debug why reports are running slowly. Certain studios in the application does not work in all the browsers. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Disparate data sources inclusivity so that we can connect to different ecosystems. Data modules offer on the fly data modeling which is great and a lot of investment is being made in that area by IBM. ### 39. Cognos BI Capability **Rating:** 3.5/5.0 stars **Reviewed by:** Abhijeet M. | Data Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** March 22, 2022 **What do you like best about IBM Cognos Analytics?** Best thing about Cognos Analytics is the integration of Watson services which can be leveraged for developing intelligence within IBM environment without any disruption in workflow **What do you dislike about IBM Cognos Analytics?** Cognos as an independent entity needs development as it still lacks some common features within visuals, features e.t.c. Improving configurations and connectors may improve it as a tool **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Working on Analytics projects requires reporting and intelligence and Cognos is the preferred solution to go for while working with Watson or CP4D. Performance is consistent as experienced so far ### 40. Useful but sometimes clunky **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.) **Reviewed Date:** December 06, 2021 **What do you like best about IBM Cognos Analytics?** I like that, when I know precisely what I want, I can accurately and completely retrieve information using reports. It is remarkably fast and effective when I use it in the exact right ways. **What do you dislike about IBM Cognos Analytics?** I really do not like not being able to pull multiple reports simultaneously. If I use the search bar to find a report and have already run one, I have to close the previous report in order to pull a different report of the same type. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The information that I pull is very fluid and has a lot of moving parts, so Cognos (in the ways that I use it—there are other ways at my organization) really serves to take a slice of that information at a specific moment. ### 41. Reliable, Trustworthy BI Tool **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Real Estate | Mid-Market (51-1000 emp.) **Reviewed Date:** November 06, 2021 **What do you like best about IBM Cognos Analytics?** The software is very intuitive as in, it understands the needs of the company and increases work efficiency. It can handle a lot of data and makes it very easy for all departments to create reports in order to view data. You can easily combine multiple queries or sort your data very easily while making reports. No need of a technical background or knowledge to generate reports. **What do you dislike about IBM Cognos Analytics?** Its definitely not easy to set up, it actually took a lot of time to install it and so. Definitely need formal training and people who are not well versed with SQL will find it difficult to set it up. Price is also a con especially for small startups. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** The software is very intuitive as in, it understands the needs of the company and increases work efficiency. It can handle a lot of data and makes it very easy for all departments to create reports in order to view data. You can easily combine multiple queries or sort your data very easily while making reports. No need of a technical background or knowledge to generate reports. ### 42. Very good software to manage budgets and forecast. MI good for decision making **Rating:** 4.0/5.0 stars **Reviewed by:** Matt B. | Finance Lead, Enterprise (> 1000 emp.) **Reviewed Date:** December 04, 2021 **What do you like best about IBM Cognos Analytics?** Reporting software is easy to use and easy to train staff on. Reports give considerable detail which can be exported and manipulated to justify key decisions. Simple to run and compatable with office software. **What do you dislike about IBM Cognos Analytics?** Reports can be slow to run depending on the size. Reporting software could have prompts to where trainees have made a mistake and the report won't run. Failing that more detailed instructions for new staff. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Key reconciliations made to the forecast on a monthly basis. Reports allow us to capture all elements of data, ensuring we have covered all accruals in our actual s. ### 43. Easy to use and got many sample data **Rating:** 5.0/5.0 stars **Reviewed by:** Ida Raziana R. | Data analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** December 06, 2021 **What do you like best about IBM Cognos Analytics?** Easy to make a dashboard By using drag and and drop only. Ibm cognos analytic also providing a dummy data that guid the beginners to produce and generate professional project. **What do you dislike about IBM Cognos Analytics?** The navbar and instructions to crowded .beter to minimize the wording, it will help to navigate the new comer with what the most important and what their need.that all. **Recommendations to others considering IBM Cognos Analytics:** Make it simple. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** I dont need to searh dummy data or example from other source.it can get directly from one source.I also manage to produce usefull dashboard from ibm cognos analytics ### 44. One of the pioneers in BI domain **Rating:** 4.5/5.0 stars **Reviewed by:** Tamilarasan S. | Senior Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** December 28, 2021 **What do you like best about IBM Cognos Analytics?** It provide in memory streaming analytics which is awesome We can use excel as data set and create report and dasboard with minimal development knowleged Self service analytics and mobile access feature **What do you dislike about IBM Cognos Analytics?** Large data sets with multiple prompts always cause issue. Facing multiple dasboard issues after upgrading to new version Cost of licensing is high compare to other tools in market **What problems is IBM Cognos Analytics solving and how is that benefiting you?** We used Watson to create and analyse data from multiple data sets without any knowledge with report development. ### 45. IBM Cognos Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** September 03, 2020 **What do you like best about IBM Cognos Analytics?** The visualization capabilities & the jupyter notebook integration **What do you dislike about IBM Cognos Analytics?** sometimes a little sticky to handle the UI **What problems is IBM Cognos Analytics solving and how is that benefiting you?** We do complete company reporting and data exploration with cognos ### 46. Ok product for data analysis but not too relevant anymore and going away if web based in IE. **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Consumer Goods | Mid-Market (51-1000 emp.) **Reviewed Date:** September 02, 2021 **What do you like best about IBM Cognos Analytics?** It does have good cube data features that allow you to easily organize and export data in convenient formats. Reports are also quick and easy to set up. **What do you dislike about IBM Cognos Analytics?** Very old UI and not fast processing times. Also will no longer be supported on IE for web based users. And organizing reports is not very functional. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Data storage and analysis. Report building and sharing. ### 47. from a junior user **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Real Estate | Small-Business (50 or fewer emp.) **Reviewed Date:** November 23, 2021 **What do you like best about IBM Cognos Analytics?** the flow of the work is very smooth, IBM Cognos has the most beautiful UI compared to other cloud services I have used, and I think I will most likely recommend to my future employer **What do you dislike about IBM Cognos Analytics?** I have faced some lagging when changing pages or loading assets, maybe its due to the servers far away from Finland, I appreciate if IBM can work on this issue. **What problems is IBM Cognos Analytics solving and how is that benefiting you?** I have used it to solve assignments that has been part of the study on Coursera, it is educated step by step and it made cloud computing much more familiar to me ### 48. Cognos BI reporting - user friendly **Rating:** 5.0/5.0 stars **Reviewed by:** Shobha R. | IT Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** January 24, 2022 **What do you like best about IBM Cognos Analytics?** Dashboards, report studio workspace, story creation and visualisation **What do you dislike about IBM Cognos Analytics?** More features can be added into visualisation boards like in Tableau **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Dashboards on employee compensation related metrics ### 49. COGNOS ANALYTICS **Rating:** 5.0/5.0 stars **Reviewed by:** Chandra Sekhar M. | Cognos Analytics IBM Specialist, Mid-Market (51-1000 emp.) **Reviewed Date:** December 03, 2021 **What do you like best about IBM Cognos Analytics?** Dashboard is the best in version 12 and look and feel was very good as expected and performance is the best **What do you dislike about IBM Cognos Analytics?** Some advanced features in administration is missing **Recommendations to others considering IBM Cognos Analytics:** Highly recommended for business **What problems is IBM Cognos Analytics solving and how is that benefiting you?** Banking releated problems ### 50. Reduces effort in implementation of our report predictions **Rating:** 4.0/5.0 stars **Reviewed by:** Pardha sai K. | Systems Data support Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** November 07, 2021 **What do you like best about IBM Cognos Analytics?** It reduces lot of effort in reducing the report preparation compared to BI platform. **What do you dislike about IBM Cognos Analytics?** Slow and forecasting tool formulas Cost is high **Recommendations to others considering IBM Cognos Analytics:** Lessen cost and improving ML capabilities **What problems is IBM Cognos Analytics solving and how is that benefiting you?** In order to predict the demand and supply in supply chain management ## IBM Cognos Analytics Discussions - [What are all the different types of prompt in Cognos?](https://www.g2.com/discussions/what-are-all-the-different-types-of-prompt-in-cognos) - 1 comment, 1 upvote - [Why only 10000 limit is kept in filters for dashboard](https://www.g2.com/discussions/why-only-10000-limit-is-kept-in-filters-for-dashboard) - 1 comment, 1 upvote - [Where can I find a free trial?](https://www.g2.com/discussions/free-trial-624f71a4-5540-49be-8d55-2e503ef2611a) - 1 comment, 1 upvote - [I heard Cognos Analytics 11.11 was out - where can I find more information?](https://www.g2.com/discussions/cognos-11-11) - 2 comments, 1 upvote - [Where can I find more answers on my questions?](https://www.g2.com/discussions/further-faqs) - 2 comments, 1 upvote - [View IBM Cognos Analytics pricing details and edition comparison](https://www.g2.com/products/ibm-cognos-analytics/reviews?page=4§ion=pricing&secure%5Bexpires_at%5D=2026-08-03+13%3A24%3A16+-0500&secure%5Bsession_id%5D=57abe7ea-bb28-4b7a-b08c-6c6cad817fde&secure%5Btoken%5D=df016e64072f2055c41768f3e5107023a2fca4ee70f6ab1a4d115f52d3afe135&format=llm_user) ## IBM Cognos Analytics Integrations - [Adobe Acrobat Reader](https://www.g2.com/products/adobe-acrobat-reader/reviews) - [Amazon Athena](https://www.g2.com/products/amazon-athena/reviews) - [Amazon Aurora](https://www.g2.com/products/amazon-aurora/reviews) - 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Reports Interface - Steps to Answer - Graphs and Charts - Score Cards - Dashboards **Data Preparation** - Connectors - Data Governance **Statistical Tool** - Scripting - Data Mining - Algorithms **Data Modeling and Blending** - Data Querying - Data Filtering - Data Blending **Data Analysis** - Analysis - Data Interaction **Generative AI** - AI Text Generation - AI Text Summarization **Decision Making** - Modeling - Data Visualizations - Report Generation - Data Unification **Agentic AI - Analytics Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Self Service ** - Calculated Fields - Data Column Filtering - Data Discovery - Search - Collaboration / Workflow - Automodeling **Generative AI** - AI Text Generation - AI Text Summarization **Deployment & Integration - Analytics Platforms** - No-code Dashboard Builder - Report Scheduling and Automation - Embedded Analytics and White-labeling - Data Source Connectivity **Advanced Analytics** - Predictive Analytics - Data Visualization - Big Data Services **Performance & Scalability - Analytics Platforms** - Large data handling and Query Speed - Concurrent User Support **Advanced Analytics & Modeling - Analytics Platforms** - Data Modeling and Governance - Notebook and Script Integration - Built-in Predictive and Statistical Models **Agentic AI Capabilities - Analytics Platforms** - Auto-generated Insights and Narratives - Natural Language Queries - Proactive KPI Monitoring and Alerts **Personalized Intelligence - Analytics Platforms** - Role-based Insight Personalization - Conversational and Prompt-based Analytics **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications ## Top IBM Cognos Analytics Alternatives - 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