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

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 79 | 100% | 1 |

## And against it

- "Can be a little bit complex and has too many software hiccups" (Claude Haiku 4.5, CPQ)

## 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 | 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| 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 CPQ, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- ascendix.com: 1
- cincom.com: 1
- conga.com: 1
- cotocus.com: 1
- croclub.com: 1
- experlogix.com: 1
- fastslowmotion.com: 1
- foundhq.com: 1
- g2.com: 1
- gartner.com: 1

### Pages cited

- https://ascendix.com/blog/top-10-cpq-software-which-configure-price-quote-tool-is-best: 1
- https://cincom.com/blog/cpq/cpq-implementation-challenges: 1
- https://conga.com/resources/blog/cpq-implementation-9-tips-success: 1
- https://cotocus.com/blog/top-10-configure-price-quote-cpq-software-features-pros-cons-comparison: 1
- https://croclub.com/tools/best-cpq-software: 1
- https://experlogix.com/nl/resources/what-really-matters-when-evaluating-cpq: 1
- https://experlogix.com/salesforce-cpq: 1
- https://fastslowmotion.com/cpq-red-flags: 1

## 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.