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

Gane Index, November 2026 Edition. Named in 6 judge labels across 2 categories by 6 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/ibm-cognos

## 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% | 75 | 100% | 5 |
| [Market intelligence platforms](https://www.gane.ai/index/gtm/gtm-data/market-intelligence/index.md) | 0% | 139 | 100% | 1 |

## And against it

- "IBM Cognos has received significant criticism for being difficult to use, buggy, and causing user frustration." (Mistral Small, BI & dashboards)
- "a slew of technical horror stories about the installation and deployment of traditional business intelligence software like IBM Cognos" (Claude Haiku 4.5, BI & dashboards)
- "Be cautious with very old or legacy tools (e.g., SAP BusinessObjects, IBM Cognos)" (GLM 4.7 FlashX, BI & dashboards)
- "Often require significant IT resources, high costs, and lengthy implementation." (MiniMax M2.5, BI & dashboards)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Cognos, from 17 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- basedash.com: 5
- dev.to: 5
- holistics.io: 5
- reddit.com: 5
- softwareadvice.com: 5
- headmind.com: 4
- ovaledge.com: 4
- capterra.com: 3
- g2.com: 3
- improvado.io: 3

### Pages cited

- https://basedash.com/blog/how-to-choose-a-bi-tool-for-a-small-business: 5
- https://dev.to/vivekdraxlr/how-to-choose-a-bi-tool-for-a-small-team-without-regretting-it-in-six-months-3cm5: 4
- https://headmind.com/en/10-errors-to-avoid-when-using-business-intelligence: 4
- https://improvado.io/blog/enterprise-business-intelligence-software-solutions: 3
- https://moldstud.com/articles/p-unveiling-the-newest-bi-tools-a-comprehensive-review-for-developers-in-2024: 3
- https://ovaledge.com/blog/business-intelligence-tools: 3
- https://reddit.com/r/BusinessIntelligence/comments/g1oji2/what_is_the_worst_software_you_frequently: 3
- https://rollstack.com/blog/bi-tools-top-10-gripes-and-how-to-fix-them: 3

## 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.