# Qwoty: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/qwoty

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CPQ](https://www.gane.ai/index/gtm/revops/cpq/index.md) | 0% | 37 | 0% | 2 |

## What the models said for it

- "Qwoty is a strong candidate for mid-market B2B companies in manufacturing, retail, or services" (Claude Haiku 4.5, CPQ)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| 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 Qwoty, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- albato.com: 2
- checkthat.ai: 2
- guideflow.com: 2
- monday.com: 2
- qwoty.io: 2 (its own site)
- turnstile.ai: 2
- verifiedshortlist.com: 2
- hyperscayle.com: 1
- monetizenow.ai: 1
- qobra.co: 1

### Pages cited

- https://albato.com/blog/publications/best-cpq-software: 2
- https://checkthat.ai/answers/what-is-the-best-cpq-solution: 2
- https://guideflow.com/blog/best-cpq-software: 2
- https://monday.com/blog/crm-and-sales/cpq-software: 2
- https://qwoty.io/best-cpq-software-b2b-saas: 2
- https://turnstile.ai/blog/cpq-software-b2b-saas: 2
- https://verifiedshortlist.com/best-cpq-software-for-b2b-saas-in-2026: 2
- https://hyperscayle.com/insights/revops-cpq-comparison-guide-for-2026-platforms-features-and-when-to-build-your-own: 1

## What it publishes

Every page qwoty.io exposes, read 2026-09-29: 443 addresses. By kind, pages and the last 90 days:

- blog: 9 pages, 0 in the last 90 days, latest 2026-06-25
- case study: 13 pages, 0 in the last 90 days, latest 2024-10-09
- report or ebook: 3 pages, 0 in the last 90 days, latest undated
- comparison: 9 pages, 0 in the last 90 days, latest 2026-06-25
- template or tool: 5 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 8 pages, 0 in the last 90 days, latest 2026-06-25
- Recent: 2026-06-25 blog: Crm to erp integration https://qwoty.io/crm-to-erp-integration
- Recent: 2026-06-25 comparison: Cpq vs revenue platform https://qwoty.io/cpq-vs-revenue-platform
- Recent: 2026-06-25 comparison: Quote to order vs quote to cash whats the difference https://qwoty.io/quote-to-order-vs-quote-to-cash-whats-the-difference
- Recent: 2026-06-25 glossary or explainer: What is cpq https://qwoty.io/what-is-cpq
- Recent: 2026-06-25 glossary or explainer: What is a revenue platform https://qwoty.io/what-is-a-revenue-platform
- Recent: 2026-05-14 blog: Best cpq software b2b saas https://qwoty.io/best-cpq-software-b2b-saas

## 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.