# Dynamic Pricing AI: 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/dynamic-pricing-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 116 | 100% | 1 |

## And against it

- "One user publicly accused the company of being "scammers," claiming they paid $250 and received no response or working service." (Kimi K2, Pricing optimization)

## 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 | 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 | 1 | 1 |
| 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 Dynamic Pricing AI, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- 42signals.com: 2
- capterra.com: 2
- g2.com: 2
- softwareadvice.com: 2
- trustpilot.com: 2
- yieldigo.com: 2
- aitoptenrank.com: 1
- altexsoft.com: 1
- apnews.com: 1
- apps.shopify.com: 1

### Pages cited

- https://42signals.com/blog/ai-price-optimization-strategies: 2
- https://trustpilot.com/review/pricelabs.co: 2
- https://yieldigo.com/blog/6-red-flags-youre-buying-the-wrong-pricing-platform: 2
- http://arxiv.org/pdf/2406.06929: 1
- https://aitoptenrank.com/post/vendavo-review-features-pricing-support-and-competitor-comparison: 1
- https://altexsoft.com/blog/dynamic-pricing-explained-use-in-revenue-management-and-pricing-optimization: 1
- https://apnews.com/article/ai-prices-dynamic-customers-technology-64c446cd117d3be664de4ab570fb9857: 1
- https://apps.shopify.com/dynamicpricing-ai/reviews: 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.