---
title: IBM Cognos Analytics Reviews
meta_title: 'IBM Cognos Analytics Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 505 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: 505
  scale: '5'
date_modified: '2026-07-17'
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:** 505
## 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, facilitating quick data analysis and insightful visualizations. (36 reviews)
- Users appreciate the **powerful report generation** capabilities of IBM Cognos Analytics, enabling complex data analysis with ease. (17 reviews)
- Users appreciate the **user-friendly analytics** capabilities of IBM Cognos Analytics, enabling quick insights through customizable visualizations. (15 reviews)
- Users value the **effortless data visualization** capabilities of IBM Cognos Analytics, enhancing understanding through engaging dashboards and reports. (15 reviews)
- Users value the **intuitive user interface** of IBM Cognos Analytics, enhancing data comprehension and report creation effortlessly. (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** , requiring substantial time and training to effectively utilize IBM Cognos Analytics. (18 reviews)
- Users find it **difficult to learn and use** IBM Cognos Analytics, especially in locating reports and building them effectively. (10 reviews)
- Users experience **slow performance** with complex reports, impacting efficiency and productivity during virtual meetings. (9 reviews)
- Users find the **complexity** of IBM Cognos Analytics challenging, requiring extensive training to build effective reports. (8 reviews)
- Users find the **complex usage** of IBM Cognos Analytics challenging, especially when dealing with integrations and report creation. (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. Powerful, Scalable Analytics with Interactive Dashboards and Strong Governance

**Rating:** 4.0/5.0 stars

**Reviewed by:** Arkajit D. | Chief Technology Officer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 07, 2026

**What do you like best about IBM Cognos Analytics?**

The best aspect of using IBM Cognos Analytics that I am most fond of is the ease with which large sets of complicated data can be made sense of by way of interactive dashboards and reporting. In highly regulated, data-intensive environments such as fintech and health tech, centralized reporting and proper governance ensure better and more accurate decision-making.

Also worth noting is the AI-driven analytics and self-service reporting, making it easy for both technical and business personnel alike to find out trends without spending too much time on the actual data prepping process. Structured reporting is a forte of the solution, especially when it comes to operational, regulatory, and performance monitoring needs.

It also scores highly on the scalability and integration front, offering a great tool for building a more cohesive analytics landscape.

**What do you dislike about IBM Cognos Analytics?**

Among the cons of IBM Cognos Analytics is the difficulty associated with its use, which can be perceived as resource-intensive. Even though it offers many great functions, the user may face issues regarding its complexity and the need for additional time to learn how to create reports and customize dashboards.
Another negative aspect of this system is related to the user interface that, while improved over time, may still be not intuitive as the interfaces of some of the more recently developed BI tools. Customization of the reports may require additional time and effort on the part of the user.
Last but not least, performance issues can be encountered when dealing with enormous volumes of data and sophisticated reports. In conclusion, it should be said that IBM Cognos Analytics is an outstanding solution for enterprise-level analytics, but it needs to be properly planned and tuned up.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

IBM Cognos Analytics is one solution to the problem of reporting and decision-making that takes place within a complex set of data. Within industries such as fin-tech and health-tech, data comes from various sources, making it challenging for management to have a cohesive picture of their operations, compliance, and performance. Cognos integrates all of these data points and provides solutions in a centralized fashion that allow the team to see one source of truth.

We benefit from having better visibility and decision-making through Cognos. Reporting and analysis take less time and provide better governance over the sensitive data we collect. With dashboards, we have better visibility of our KPIs and performance. Cognos even offers AI-powered analytics to enhance insights and proactiveness.

  ### 2. Powerful Reporting, Less Modern Interface

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nunna  H. | Associate Software Engineer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Reviewed Date:** June 30, 2026

**What do you like best about IBM Cognos Analytics?**

I've been using IBM Cognos Analytics for reporting and business intelligence, and overall it's a very powerful tool for enterprise-level data analysis. What I like most is its strong reporting capabilities and reliability. It makes it easy to create accurate, detailed reports and automate them, which saves time. It's especially useful for creating detailed and structured reports, which makes it ideal for organizations that need accurate and consistent reporting. I regularly use it to build dashboards and generate reports that help track business performance and support decision-making. One of the biggest strengths of Cognos is its ability to handle large volumes of data and connect to multiple data sources. The automation and scheduling features are also very helpful, as they allow reports to be delivered on time without manual efforts. I built a sales performance dashboard showing revenue, targets, and regional trends, used by management for monthly reviews. It also helps with manual reporting and scattered data by automating report generation and centralizing data in one place. I use it with databases like SQL Server/Oracle and sometimes with Excel for data inputs and exports. The initial setup was moderate in difficulty and required some technical support for configuration and data connections, but once set up it became stable and easy to manage for ongoing use. Overall, it's a reliable and robust BI tool, best suited for organizations that need strong reporting, data governance, and scalability.

**What do you dislike about IBM Cognos Analytics?**

{"I can feel complex and less user friendly, especially for new users.","The interface is not as modern as other BI tools.","It is not as intuitive as some modern BI tools like Power BI or Tableau.","It may require some training to fully utilize its capabilities.","The initial setup was moderately difficult. It required some technical support for configuration and data connections.","I think it could improve in terms of ease of use and modern UI."}

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

IBM Cognos Analytics solves issues with manual reporting and scattered data by automating report generation and centralizing data in one place. It makes it easy to create accurate, detailed reports and automate them, which saves time, and improves data accuracy and scalability.

  ### 3. Intuitive Analytics That Deliver Powerful Insights

**Rating:** 5.0/5.0 stars

**Reviewed by:** Yash S. | Scholar, Enterprise (> 1000 emp.)

**Reviewed Date:** June 04, 2026

**What do you like best about IBM Cognos Analytics?**

IBM Cognos Analytics stands out for its intuitive analytics capabilities, helping users derive meaningful, actionable insights from complex datasets. 

The platform provides robust reporting, interactive dashboards, and strong data-visualization tools, which make it easier to track performance and support data-driven decision-making.
It also handles large volumes of data efficiently, and advanced features such as AI-assisted insights can further improve productivity. 

In addition, its seamless integration with multiple data sources and enterprise systems makes it a reliable, scalable option for organizations with broader business intelligence needs.

**What do you dislike about IBM Cognos Analytics?**

It has a steep learning curve and a complex UI design.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

IBM Cognos Analytics addresses key challenges related to fragmented data, manual reporting, and lack of real-time insights. It consolidates data from multiple sources into a single platform, enabling accurate and consistent reporting across the organization. 
This reduces dependency on manual data handling and minimizes errors. The platform’s advanced analytics and visualization capabilities help in identifying trends, monitoring performance, and making informed business decisions quickly. As a result, it improves operational efficiency, enhances reporting accuracy, and supports proactive decision-making, ultimately saving time and driving better business outcomes.

  ### 4. Powerful Analytics Platform with Strong Reporting Features

**Rating:** 5.0/5.0 stars

**Reviewed by:** Chetana P. | Intern, Enterprise (> 1000 emp.)

**Reviewed Date:** June 04, 2026

**What do you like best about IBM Cognos Analytics?**

What I like most about IBM Cognos Analytics is how easy it makes working with data. I can create clear reports and interactive dashboards without too much complexity. It really helps me bring data from different sources into one place and understand it better. This saves time and makes analysis much smoother.
I also find the automation features very useful, especially scheduling reports, as it reduces manual work. Overall, the biggest advantage of using Cognos is that it helps turn raw data into meaningful insights quickly. It’s reliable, handles large data well, and supports better decision-making in day-to-day work.

**What do you dislike about IBM Cognos Analytics?**

IBM Cognos Analytics is a good and reliable tool, but there are a few things that I feel could be better. Sometimes the interface feels a bit confusing, especially when you are just starting out. It takes time to understand where everything is, so making it more simple and user-friendly would really help.
I’ve also noticed that while working with large data or complex reports, it can become a little slow, which affects the overall experience. Another thing is that some features are not very easy to use unless you have technical knowledge, so it can be difficult for beginners.
Overall, the tool is strong in terms of functionality, but improving the ease of use, speed, and learning experience would make it much better for everyday users.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

In my experience, IBM Cognos Analytics helps solve the problem of dealing with data that is spread across different sources and is not easy to understand. Earlier, it was difficult to bring everything together and get a clear picture, but Cognos makes it much easier by organizing the data into proper reports and dashboards.
Because of this, my work has become more smooth and less time-consuming. I don’t have to spend extra time cleaning or arranging data manually. Instead, I can focus more on analyzing the data and understanding what it actually means. It also helps me get insights faster, which supports better decision-making in my daily tasks. Overall, it has made my work more efficient and less stressful.

  ### 5. Flexible KPI Dashboards and Easy to use Visualizations

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Aviation & Aerospace | Enterprise (> 1000 emp.)

**Reviewed Date:** June 06, 2026

**What do you like best about IBM Cognos Analytics?**

What I like best about IBM Cognos Analytics is that it works well for both executive-level reporting and more detailed operational analysis. In my usage, I can build KPI dashboards that are clean enough for stakeholders and leadership, while still keeping more granular views available for the engineering or delivery team.

The dashboarding and reporting capabilities are especially useful when I need to show different levels of detail from the same underlying data. For example, I can present a high-level trend view for management and then drill into more detailed dimensions when discussing root causes or exceptions with the team. I also like that Cognos supports governed, self-service BI, so users can explore data without everything becoming a one-off manual report.

Another strong point is the way Cognos handles multiple data sources and live or frequently refreshed data. For dashboards where the numbers change regularly, it is helpful to have a centralized reporting layer instead of manually exporting data into spreadsheets. The data modules, dashboard visualizations, and report-building features make it easier to standardize how KPIs are consumed across different audiences.

**What do you dislike about IBM Cognos Analytics?**

The main downside is the initial learning curve. IBM Cognos Analytics is powerful, but it is not as immediately intuitive as some lighter BI tools. I had to spend time learning the terminology, dashboard/report structure, data modules, filters, and how the governed BI model works before I became comfortable using it.

Another challenge is that Cognos depends heavily on clean and well-modeled data. If the source data has mismatched formats, inconsistent field names, missing values, or incorrect relationships, the dashboard output can quickly become confusing or inaccurate. In practice, this means more upfront effort is needed for data validation and preparation before the visualization layer becomes reliable.

I also think the UI could be smoother for newer users. Common dashboard actions are manageable once you know where everything is, but onboarding could be easier with more guided templates, clearer error messages, and simpler explanations when a data model or visualization is not working as expected.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

IBM Cognos Analytics helps me solve the problem of turning operational and project data into reliable dashboards that different audiences can use. Before using it, reporting often required more manual effort, spreadsheet exports, and separate views for different stakeholders. With Cognos, I can create a more consistent reporting layer where KPIs, trends, and detailed breakdowns are available in one place.

The biggest benefit is that I can tailor the same reporting environment for different levels of decision-making. Leadership can see summarized KPI trends, status indicators, and business-level metrics, while the engineering or delivery team can work with more detailed operational views. This reduces the need to maintain multiple disconnected reports for the same dataset.

It also helps with faster review cycles. Instead of spending time preparing separate reports manually, I can refresh dashboards and use filters or drill-downs during discussions. This improves transparency, makes stakeholder conversations more data-driven, and helps the team identify issues earlier when there are changes or inconsistencies in the underlying data.

  ### 6. AI-Powered Insights That Uncover Hidden Patterns and Trends

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kasturi M. | Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 11, 2026

**What do you like best about IBM Cognos Analytics?**

AI-Powered Insights: I like its ability to automatically uncover hidden patterns and trends using built-in AI and machine learning.

**What do you dislike about IBM Cognos Analytics?**

Complexity : The learning curve can be steep for new users, especially when navigating the various modules.
Performance  : Reporting can sometimes be slow when dealing with very large, complex datasets.
User Interface : Some find the UI less intuitive or dated compared to modern, more agile BI tools like Tableau or Power BI.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

Integrations : We struggled with disconnected tools and manual data syncing across platforms, but now we can automatically sync our workflows across our entire tech stack, which has resulted in eliminating 5 hours of manual data entry per week.

Pricing / ROI : We struggled ti justify the initial implementation  costs of a new system. but now we can automate our most time consuming administrative workflows, which has resulted in full cost recovery (ROI) within the first 3 months of deployment.

Support/ Onboarding :We struggled with slow customer support  channels and waiting days for answers to critical technical glitches, but now we can connect with a dedicated support rep instantly via chat, which has resulted in solving system issues 4 times faster.

  ### 7. Powerful BI Tool with Some Initial Learning Curve

**Rating:** 5.0/5.0 stars

**Reviewed by:** Leelavathi U. | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 04, 2026

**What do you like best about IBM Cognos Analytics?**

I like IBM Cognos Analytics for its powerful data visualization and reporting capabilities. The platform makes it easy to create interactive dashboards, automate recurring reports, and analyze data from multiple sources in one place. Its user-friendly interface helps both technical and non-technical users explore data efficiently. Additionally, the initial setup was relatively straightforward, especially with the available documentation and setup guides. Connecting data sources and configuring basic reporting features was easy.

**What do you dislike about IBM Cognos Analytics?**

The initial learning curve can be challenging for new users, especially when creating advanced reports or dashboards. Some complex reports may take longer to load when working with large datasets. The user interface could be more intuitive in certain areas, and additional customization options for visualizations would be beneficial.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

I use IBM Cognos Analytics to turn large volumes of raw data into meaningful insights, automate report generation, reduce manual reporting effort, and monitor key business metrics with interactive dashboards.

  ### 8. Intuitive, Feature-Rich Analytics Tool for Enhanced Productivity

**Rating:** 4.5/5.0 stars

**Reviewed by:** Priyeshwar K. | Small-Business (50 or fewer emp.)

**Reviewed Date:** June 11, 2026

**What do you like best about IBM Cognos Analytics?**

I think IBM Cognos Analytics is very good, especially in helping me with reporting. I use it across multiple projects, and it has been helpful. I really love the drag and drop feature and find it enjoyable to use. It's great for building insights with the help of AI. The dashboard filter and AI analytics natural language query are really helpful as well. The data connectivity is a fantastic feature since it connects to relational databases like Oracle and SQL Server, as well as cloud sources like Excel and CSV. I also find the data modeling capabilities with the framework manager or data models to be really great. Overall, IBM Cognos Analytics has been great in helping our team increase productivity.

**What do you dislike about IBM Cognos Analytics?**

I think IBM Cognos Analytics could use more AI features and automation. When creating dashboards, I notice it requires a lot of connectors. It would be better if it allowed quicker connections with other tools like Power BI or Superset. Also, the process involves asking end users multiple parameters, which could be streamlined.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

I use IBM Cognos Analytics for reporting, where it helps with AI-generated insights. Its drag and drop feature, dashboard filters, and data connectivity boost productivity across projects.

  ### 9. Streamlined, Accurate Reporting with IBM Cognos Analytics

**Rating:** 4.0/5.0 stars

**Reviewed by:** Prakhar S. | Configuration management, Enterprise (> 1000 emp.)

**Reviewed Date:** June 09, 2026

**What do you like best about IBM Cognos Analytics?**

IBM Cognos Analytics has significantly streamlined our reporting workflows. Managing a large-scale CMDB with over 30,000 assets requires high data integrity and efficient visualization. Cognos makes it easy to translate complex service mapping data into actionable dashboards, drastically reducing the time spent on manual data consolidation. It is a reliable tool for anyone needing to maintain high reporting accuracy in a complex IT environment

**What do you dislike about IBM Cognos Analytics?**

As an IT professional dealing with 30,000+ assets, you likely know that managing the backend—such as performance tuning, manual load balancing, or ensuring high availability—requires a significant investment in administrative time compared to more "plug-and-play" cloud-native solutions.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

"For my work in managing a large-scale CMDB with over 30,000 assets, the biggest challenge has always been reconciling disparate data into a single, reliable source of truth. IBM Cognos Analytics solves this by providing a robust, governed platform that bridges the gap between raw infrastructure data and executive-level insights. It has transformed our reporting from a manual, spreadsheet-heavy process into an automated, reliable workflow. Being able to drill down into complex service mapping relationships in real-time allows us to maintain 95% data accuracy without the constant manual overhead we faced previously. It’s an essential tool for any IT organization that treats data governance as a strategic priority."

  ### 10. Powerful Reporting, but Requires Technical Expertise

**Rating:** 4.5/5.0 stars

**Reviewed by:** Deepika V. | Senior Software Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** June 04, 2026

**What do you like best about IBM Cognos Analytics?**

I like IBM Cognos Analytics primarily for its enterprise reporting and dashboarding capabilities, which help consolidate data from multiple sources and present it in a more structured way. What I like the most is the AI assistant, which allows us to ask simple English questions and get instant insights with visuals. The reporting feature is also very powerful, especially for generating detailed structured reports in multiple formats.

**What do you dislike about IBM Cognos Analytics?**

It takes time for new users to become comfortable with the platform, especially when working with advanced features. Sometimes integrating with multiple database sources or resolving connection issues can be complex. Managing the upgrades and maintaining the system can be challenging and need support. Better documentation and learning resources can be beginner-friendly with real-world examples and guides. The initial setup was moderately complex and needed technical expertise. Basic installation is fine, but full production setup needs support.

**What problems is IBM Cognos Analytics solving and how is that benefiting you?**

I use IBM Cognos Analytics for enterprise reporting and dashboarding, consolidating data from multiple sources into a structured format. The AI assistant provides instant insights with visuals, and the robust reporting feature generates detailed reports in multiple formats.


## 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/ibm-cognos-analytics-review-12965895?section=pricing&secure%5Bexpires_at%5D=2026-07-17+02%3A03%3A51+-0500&secure%5Bsession_id%5D=8e95e2b3-fe1a-446f-8885-508dfffb4527&secure%5Btoken%5D=fb130c9b76f0b70e0ed97a9c774c1a5dc8e122a3ef55c84f8bee5594a948c9ba&format=llm_user)
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## IBM Cognos Analytics Features
**Reports**
- 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

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