# lotus: 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/lotus

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 65 | 0% | 1 |

## What the models said for it

- "Full-stack pricing & monetization infrastructure (analytics, pricing engine, billing)" (GLM 4.7 FlashX, 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 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| 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 lotus, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 1
- getapp.com: 1
- github.com: 1
- softwareadvice.com: 1
- softwareworld.co: 1
- toolradar.com: 1

### Pages cited

- https://capterra.com/pricing-optimization-software: 1
- https://getapp.com/sales-software/pricing-optimization/org/small-business: 1
- https://getapp.com/sales-software/pricing-optimization/p/open-source: 1
- https://github.com/topics/pricing-engine: 1
- https://softwareadvice.com/pricing-optimization/free: 1
- https://softwareadvice.com/pricing-optimization/small-business: 1
- https://softwareworld.co/pricing-optimization-software: 1
- https://toolradar.com/best/free/pricing-optimization: 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.