# IBM Cognos Analytics: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/ibm-cognos-analytics

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Dashboards and data visualization](https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/index.md) | 0% | 22 | 20% | 5 |

## What the models said for it

- "Choose SAP/IBM if you're a large enterprise needing robust governance and traditional reporting" (Kimi K2, BI & dashboards)
- "For Advanced AI/Enterprise: SAS or IBM." (Grok 4.20, BI & dashboards)

## And against it

- "Cognos retains a complex backend administrative model, steep learning curve for report authors, and high licensing costs" (Gemini 3.5 Flash, BI & dashboards)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Cognos Analytics, from 15 of the 16 answers that named it (only the models that return a source list).

### Domains cited

- zapier.com: 5
- cio.com: 4
- fanruan.com: 4
- improvado.io: 4
- g2.com: 3
- linkedin.com: 3
- selecthub.com: 3
- ajelix.com: 2
- barc.com: 2
- basedash.com: 2

### Pages cited

- https://zapier.com/blog/business-intelligence-software: 5
- https://cio.com/article/222558/top-business-intelligence-bi-tools.html: 4
- https://improvado.io/blog/enterprise-business-intelligence-software-solutions: 3
- https://ajelix.com/bi/business-intelligence-tools-for-small-business: 2
- https://business.com/articles/get-smart-what-is-business-intelligence-and-why-do-you-need-it: 2
- https://cio.economictimes.indiatimes.com/tools/best-bi-tools/126676798: 2
- https://dupple.com/blog/top-business-intelligence-tools: 2
- https://frozencrow.com/business-intelligence-tools-comparison: 2

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.