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

Gane Index, November 2026 Edition. Named in 33 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/sap-cpq

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 32 | 39% | 33 |

## What the models said for it

- "Highly complex configurable products ... Conga, SAP, Experlogix, or Tacton tend to excel." (Grok 4.20, CPQ)
- "known for strong pricing controls and is often used in industries with complex product configurations" (Mistral Small, CPQ)
- "If you are a Manufacturer with thousands of parts: Choose Oracle CPQ or SAP CPQ." (Qwen 3.7 Flash, CPQ)
- "Best for: Companies already using SAP ERP who want to reuse existing configuration rules" (Kimi K2, CPQ)

## And against it

- "Avoid enterprise CPQs like ... Oracle or SAP unless you have a much larger budget." (DeepSeek V4 Flash, CPQ)
- "Avoid Salesforce Revenue Cloud, SAP CPQ, and Oracle CPQ" (Perplexity Sonar, CPQ)
- "Built for large enterprises with complex needs" (Kimi K2, CPQ)
- "SAP CPQ if you're not already committed to SAP—or can't support a complex rollout. Reviews flag setup and interface complexity." (GPT-6 Luna, CPQ)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 2 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 3 | 5 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 3 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named SAP CPQ, from 117 of the 127 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 72
- softwareadvice.com: 60
- selecthub.com: 46
- albato.com: 45
- zapier.com: 41
- capterra.com: 35
- atwix.com: 27
- pandadoc.com: 25
- guideflow.com: 22
- conga.com: 21

### Pages cited

- https://softwareadvice.com/cpq: 58
- https://albato.com/blog/publications/best-cpq-software: 45
- https://zapier.com/blog/cpq-software-vendors: 41
- https://selecthub.com/c/cpq-software: 40
- https://capterra.com/cpq-software: 31
- https://atwix.com/b2b-ecommerce/best-cpq-software: 27
- https://g2.com/categories/cpq/enterprise: 26
- https://guideflow.com/blog/best-cpq-software: 22

## The company

SAP; https://www.sap.com/; Walldorf, Germany; founded 1972; about 106,043 employees (2023); public, SAP on Italian Stock Exchange. From Wikidata, fetched 2026-09-14.

## 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.