# IBM Cognos Analytics vs Pentaho Comparison --- ## AI Generated Summary - **G2 reviewers report** that IBM Cognos Analytics excels in providing a seamless experience for creating complex reports and dashboards, with users highlighting its ability to pull consistent reports from multiple data sources. This capability is particularly beneficial for organizations that require stable and fast reporting tools. - **Users say** that Pentaho stands out for its user-friendly interface, making it easy to build reports and dashboards, especially when integrating with data sources like Snowflake. Reviewers appreciate the straightforward setup process, which allows for quick ad-hoc analysis and visualization. - **According to verified reviews** , IBM Cognos Analytics has a stronger overall user satisfaction score, reflecting its robust features and reliability. Users have noted that the dashboard tools effectively turn complex data into clear visuals, enhancing decision-making for management teams. - **Reviewers mention** that while Pentaho offers flexible analytics and advanced ETL capabilities, it may not match the depth of reporting features found in IBM Cognos Analytics. Users have expressed that Cognos provides a more comprehensive solution for organizations needing detailed insights. - **G2 reviewers highlight** that IBM Cognos Analytics has a more extensive market presence, with a significant number of recent reviews indicating ongoing user engagement and satisfaction. This suggests that Cognos is a reliable choice for enterprises looking for a well-supported analytics platform. - **Users report** that while both platforms have similar star ratings, the volume of feedback for IBM Cognos Analytics indicates a more consistent user experience. Reviewers have praised its intuitive onboarding process, which helps new users quickly adapt to the software's capabilities. | | IBM Cognos Analytics | Pentaho | |---|---|---| | **Star Rating** | 4.1 out of 5 | 4.1 out of 5 | | **Total Reviews** | 503 | 50 | | **Largest Market Segment** | Enterprise (57.4% of reviews) | Mid-Market (51.1% of reviews) | | **Entry Level Price** | Starting at $44.90 1 User Per Month | No pricing available | --- ## Top Pros & Cons ### IBM Cognos Analytics Pros: - Ease of Use (20 reviews) - Report Generation (11 reviews) Cons: - Learning Curve (9 reviews) - Complexity (5 reviews) ### Pentaho **Not enough data** --- ## Ratings Comparison | Rating | IBM Cognos Analytics | Pentaho | |---|---|---| | **Meets Requirements** | 8.2 (342 reviews) | 8.2 (47 reviews) | | **Ease of Use** | 7.6 (366 reviews) | 7.7 (47 reviews) | | **Ease of Setup** | 7.3 (224 reviews) | 6.6 (18 reviews) | | **Ease of Admin** | 7.0 (143 reviews) | 6.6 (18 reviews) | | **Quality of Support** | 7.6 (306 reviews) | 7.8 (42 reviews) | | **Has the product been a good partner in doing business?** | 7.8 (139 reviews) | 6.9 (16 reviews) | | **Product Direction (% positive)** | 7.9 (323 reviews) | 7.7 (46 reviews) | --- ## Pricing ### IBM Cognos Analytics #### Entry-Level Pricing Plan: Cognos® Analytics On Demand - Premium Price: Starting at $44.90 1 User Per Month Description: A fully managed solution for up to 200 users • AI Agents, reporting, data discovery and dashboarding • Upgrades, infrastructure and scaling • Mix and match licenses based on user requirements in one tenant • No minimum quantity, pay as you grow Key Features: - https://www.ibm.com/marketplace/purchase/configuration/en/us/checkout?editionID=EID2RPAX - All Standard features + - Create, run and schedule reports [Browse all 3 editions](https://www.g2.com/products/ibm-cognos-analytics/pricing) #### Free Trial Yes ### Pentaho #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **IBM Cognos Analytics** | 8.6/10 | 288 | | **Pentaho** | 7.5/10 | 42 | #### Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Reports Interface** | 8.0 (223 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Steps to Answer** | 7.6 (168 reviews) ✓ Verified | 7.9 (33 reviews) ✓ Verified | | **Graphs and Charts** | 8.1 (201 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | | **Score Cards** | 7.7 (146 reviews) ✓ Verified | 7.3 (28 reviews) ✓ Verified | | **Dashboards** | 8.0 (199 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | #### Self Service | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Calculated Fields** | 8.1 (177 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | | **Data Column Filtering** | 8.5 (196 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Data Discovery** | 8.0 (183 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | | **Search** | 7.7 (165 reviews) ✓ Verified | Feature Not Available | | **Collaboration / Workflow** | 7.6 (162 reviews) ✓ Verified | Feature Not Available | | **Automodeling** | 7.3 (128 reviews) ✓ Verified | Feature Not Available | #### Advanced Analytics | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Predictive Analytics** | 7.8 (134 reviews) ✓ Verified | 7.8 (24 reviews) ✓ Verified | | **Data Visualization** | 8.0 (175 reviews) ✓ Verified | 7.4 (30 reviews) ✓ Verified | | **Big Data Services** | 8.1 (128 reviews) | 8.3 (25 reviews) ✓ Verified | #### Building Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Data Transformation** | 8.2 (123 reviews) ✓ Verified | Feature Not Available | | **Data Modeling** | 8.1 (125 reviews) ✓ Verified | Feature Not Available | | **WYSIWYG Report Design** | 8.0 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | | **Integration APIs** | 7.6 (94 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | #### Platform | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **IBM Cognos Analytics** | 8.2/10 | 298 | | **Pentaho** | 7.4/10 | 43 | #### Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Reports Interface** | 8.0 (223 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Steps to Answer** | 7.6 (168 reviews) ✓ Verified | 7.9 (33 reviews) ✓ Verified | | **Graphs and Charts** | 8.1 (201 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | | **Score Cards** | 7.7 (146 reviews) ✓ Verified | 7.3 (28 reviews) ✓ Verified | | **Dashboards** | 8.0 (199 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | #### Data Preparation | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Connectors** | 8.4 (81 reviews) ✓ Verified | Not enough data | | **Data Governance** | 8.5 (80 reviews) ✓ Verified | Not enough data | #### Data Modeling and Blending | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Data Querying** | 8.3 (78 reviews) ✓ Verified | Not enough data | | **Data Filtering** | 8.5 (78 reviews) ✓ Verified | Not enough data | | **Data Blending** | 8.4 (84 reviews) ✓ Verified | Not enough data | #### Generative AI | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **AI Text Generation** | 7.3 (38 reviews) | Not enough data | | **AI Text Summarization** | 7.5 (39 reviews) | Not enough data | #### Agentic AI - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Autonomous Task Execution** | 7.7 (11 reviews) | Not enough data | | **Multi-step Planning** | 8.0 (10 reviews) | Not enough data | | **Cross-system Integration** | 8.1 (12 reviews) | Not enough data | | **Adaptive Learning** | 8.0 (10 reviews) | Not enough data | | **Natural Language Interaction** | 8.3 (12 reviews) | Not enough data | | **Proactive Assistance** | 8.2 (12 reviews) | Not enough data | | **Decision Making** | 7.9 (11 reviews) | Not enough data | #### Self Service | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Calculated Fields** | 8.1 (177 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | | **Data Column Filtering** | 8.5 (196 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Data Discovery** | 8.0 (183 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | | **Search** | 7.7 (165 reviews) ✓ Verified | Feature Not Available | | **Collaboration / Workflow** | 7.6 (162 reviews) ✓ Verified | Feature Not Available | | **Automodeling** | 7.3 (128 reviews) ✓ Verified | Feature Not Available | #### Deployment & Integration - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **No-code Dashboard Builder** | 8.5 (9 reviews) | Not enough data | | **Report Scheduling and Automation** | 9.0 (14 reviews) | Not enough data | | **Embedded Analytics and White-labeling** | 8.1 (8 reviews) | Not enough data | | **Data Source Connectivity** | 9.0 (16 reviews) | Not enough data | #### Advanced Analytics | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Predictive Analytics** | 7.8 (134 reviews) ✓ Verified | 7.8 (24 reviews) ✓ Verified | | **Data Visualization** | 8.0 (175 reviews) ✓ Verified | 7.4 (30 reviews) ✓ Verified | | **Big Data Services** | 8.1 (128 reviews) | 8.3 (25 reviews) ✓ Verified | #### Performance & Scalability - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Large data handling and Query Speed** | 7.6 (24 reviews) | Not enough data | | **Concurrent User Support** | 8.8 (8 reviews) | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Data Modeling and Governance** | 9.3 (17 reviews) | Not enough data | | **Notebook and Script Integration** | 8.8 (7 reviews) | Not enough data | | **Built-in Predictive and Statistical Models** | 9.1 (9 reviews) | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Auto-generated Insights and Narratives** | 9.4 (12 reviews) | Not enough data | | **Natural Language Queries** | 8.5 (9 reviews) | Not enough data | | **Proactive KPI Monitoring and Alerts** | 8.1 (7 reviews) | Not enough data | | **AI Agents for Analytical Follow-ups** | Feature Not Available | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Behavioral Learning for Contextual Query Refinement** | Feature Not Available | Not enough data | | **Role-based Insight Personalization** | 7.9 (7 reviews) | Not enough data | | **Conversational and Prompt-based Analytics** | 8.1 (7 reviews) | Not enough data | #### Building Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Data Transformation** | 8.2 (123 reviews) ✓ Verified | Feature Not Available | | **Data Modeling** | 8.1 (125 reviews) ✓ Verified | Feature Not Available | | **WYSIWYG Report Design** | 8.0 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | | **Integration APIs** | 7.6 (94 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | ### Embedded Business Intelligence | Product | Score | Reviews | |---|---|---| | **IBM Cognos Analytics** | 8.6/10 | 286 | | **Pentaho** | 7.5/10 | 42 | #### Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Reports Interface** | 8.0 (223 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Steps to Answer** | 7.6 (168 reviews) ✓ Verified | 7.9 (33 reviews) ✓ Verified | | **Graphs and Charts** | 8.1 (201 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | | **Score Cards** | 7.7 (146 reviews) ✓ Verified | 7.3 (28 reviews) ✓ Verified | | **Dashboards** | 8.0 (199 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | #### Self Service | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Calculated Fields** | 8.1 (177 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | | **Data Column Filtering** | 8.5 (196 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | | **Data Discovery** | 8.0 (183 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | | **Search** | 7.7 (165 reviews) ✓ Verified | Feature Not Available | | **Collaboration / Workflow** | 7.6 (162 reviews) ✓ Verified | Feature Not Available | | **Automodeling** | 7.3 (128 reviews) ✓ Verified | Feature Not Available | #### Building Reports | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Data Transformation** | 8.2 (123 reviews) ✓ Verified | Feature Not Available | | **Data Modeling** | 8.1 (125 reviews) ✓ Verified | Feature Not Available | | **WYSIWYG Report Design** | 8.0 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | | **Integration APIs** | 7.6 (94 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **IBM Cognos Analytics** | 8.5/10 | 38 | | **Pentaho** | N/A | N/A | #### Statistical Tool | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Scripting** | 8.2 (32 reviews) | Not enough data | | **Data Mining** | 8.9 (6 reviews) | Not enough data | | **Algorithms** | 8.6 (6 reviews) | Not enough data | #### Data Analysis | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Analysis** | 8.7 (35 reviews) | Not enough data | | **Data Interaction** | 8.8 (34 reviews) | Not enough data | #### Decision Making | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **Modeling** | 8.7 (32 reviews) | Not enough data | | **Data Visualizations** | 8.6 (35 reviews) | Not enough data | | **Report Generation** | 8.5 (37 reviews) | Not enough data | | **Data Unification** | 8.4 (33 reviews) | Not enough data | #### Generative AI | Feature | IBM Cognos Analytics | Pentaho | |---|---|---| | **AI Text Generation** | 7.9 (19 reviews) | Not enough data | | **AI Text Summarization** | 8.0 (19 reviews) | Not enough data | --- ## Categories **Shared Categories (2):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Unique to IBM Cognos Analytics (1):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics) --- ## Reviewer Demographics ### By Company Size | Segment | IBM Cognos Analytics | Pentaho | |---|---|---| | **Small-Business** | 16.7% | 17.8% | | **Mid-Market** | 25.9% | 51.1% | | **Enterprise** | 57.4% | 31.1% | ### By Industry #### IBM Cognos Analytics - **Information Technology and Services:** 11.6% - **Financial Services:** 8.2% - **Insurance:** 8.0% - **Computer Software:** 7.7% - **Banking:** 5.8% - **Higher Education:** 5.1% - **Education Management:** 4.6% - **Government Administration:** 3.6% - **Retail:** 3.4% - **Consulting:** 2.7% - **Other:** 39.4% #### Pentaho - **Information Technology and Services:** 22.9% - **Internet:** 12.5% - **Higher Education:** 8.3% - **Retail:** 6.3% - **Computer Software:** 6.3% - **Non-Profit Organization Management:** 4.2% - **Marketing and Advertising:** 4.2% - **Consumer Electronics:** 4.2% - **Accounting:** 2.1% - **Apparel & Fashion:** 2.1% - **Other:** 27.1% --- ## Alternatives ### Alternatives to IBM Cognos Analytics - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3714 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews) - [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (617 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - 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[Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1013 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (855 reviews) - [Logi Symphony](https://www.g2.com/products/logi-symphony/reviews) — 4.3/5 stars (421 reviews) - [SAP BusinessObjects Business Intelligence (BI)](https://www.g2.com/products/sap-businessobjects-business-intelligence-bi/reviews) — 3.8/5 stars (254 reviews) --- ## Top Discussions ### IBM Cognos Analytics - Title: [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 *(includes official response)* > **Top comment:** "https://www.ibm.com/communities/analytics/cognos-analytics-blog/cognos-analytics-release-r11-11-0-11-is-here/" - Title: [Where can I find more answers on my questions?](https://www.g2.com/discussions/further-faqs) — 2 comments, 1 upvote *(includes official response)* > **Top comment:** "Check out this blog https://www.ibm.com/communities/analytics/cognos-analytics/blog/" - Title: [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 > **Top comment:** "You can leverage IBM Cognos Analytics with Watson for many of the reasons: Business Intelligence & Reporting: It helps organizations turn raw data into..." - Title: [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 > **Top comment:** "In IBM Cognos, prompts are user interface objects that allow users to enter parameter values that are used to filter and control the content of a report...." - Title: [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 > **Top comment:** "When you ran data big banks which has million of records, thats why filters capacity 10k is defined." ### Pentaho No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/ibm-cognos-analytics-vs-pentaho)