# Quicklizard: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/quicklizard

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Pricing optimization](https://www.gane.ai/index/gtm/revops/pricing-optimization/index.md) | 0% | 35 | 25% | 4 |

## What the models said for it

- "Hybrid rule-based and algorithmic repricing" (Perplexity Sonar, Pricing optimization)
- "or Quicklizard (for physical retail)" (Qwen 3.7 Flash, Pricing optimization)

## And against it

- "Before considering systems such as Quicklizard or similar automated retail platforms, test price-stability limits, approval workflows, causal measurement" (Perplexity Sonar, 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 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Quicklizard, from 12 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 9
- softwareworld.co: 6
- marketintelligencetools.com: 5
- softwareadvice.com: 5
- toolradar.com: 5
- dupple.com: 4
- guideflow.com: 4
- rankite.com: 4
- superkind.ai: 4
- capterra.com: 3

### Pages cited

- https://softwareworld.co/pricing-optimization-software: 6
- https://www.gane.ai/index/gtm/revops/pricing-optimization/enterprise: 5
- https://dupple.com/learn/best-ai-price-optimization-tools: 4
- https://www.gane.ai/index/gtm/revops/pricing-optimization/smb: 4
- https://guideflow.com/blog/price-optimization-software: 4
- https://marketintelligencetools.com/rankings/price-optimization-tools: 4
- https://superkind.ai/blog/ai-pricing-optimization-tools: 4
- https://www.gane.ai/index/gtm/revops/pricing-optimization: 3

## What it publishes

Every page quicklizard.com exposes, read 2026-10-05: 463 addresses. By kind, pages and the last 90 days:

- blog: 147 pages, 11 in the last 90 days, latest 2026-09-28
- case study: 8 pages, 0 in the last 90 days, latest 2023-12-17
- report or ebook: 1 pages, 0 in the last 90 days, latest 2023-12-17
- comparison: 10 pages, 1 in the last 90 days, latest 2026-08-05
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- podcast or video: 3 pages, 1 in the last 90 days, latest 2026-07-20
- news or press: 1 pages, 0 in the last 90 days, latest 2021-12-22
- Recent: 2026-09-28 blog: Eu fashion waste rules pricing https://quicklizard.com/blog/eu-fashion-waste-rules-pricing
- Recent: 2026-09-14 blog: Retail has modernised almost everything pricing is still waiting https://quicklizard.com/blog/retail-has-modernised-almost-everything-pricing-is-still-waiting
- Recent: 2026-09-10 blog: Competitive pricing strategies https://quicklizard.com/blog/competitive-pricing-strategies
- Recent: 2026-09-06 blog: Enterprise pricing software lean agile https://quicklizard.com/blog/enterprise-pricing-software-lean-agile
- Recent: 2026-08-30 blog: Agentic commerce pricing trust gets the agent in price closes the sale https://quicklizard.com/blog/agentic-commerce-pricing-trust-gets-the-agent-in-price-closes-the-sale
- Recent: 2026-08-24 blog: Stock aware competitor aware pricing https://quicklizard.com/blog/stock-aware-competitor-aware-pricing

## 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.