# Valona: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/valona

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Competitive intelligence tools](https://www.gane.ai/index/gtm/marketing/competitive-intelligence/index.md) | 0% | 66 | 0% | 2 |
| [Market intelligence platforms](https://www.gane.ai/index/gtm/gtm-data/market-intelligence/index.md) | 0% | 126 | 0% | 1 |

## 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 | 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 | 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 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Valona, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- liminal.co: 2
- marketlogicsoftware.com: 2
- prospeo.io: 2
- toolradar.com: 2
- valonaintelligence.com: 2
- alpha-sense.com: 1
- builtin.com: 1
- commonroom.io: 1
- contify.com: 1
- debriefing.io: 1

### Pages cited

- https://liminal.co/articles/market-intelligence-tools: 2
- https://toolradar.com/guides/best-market-intelligence-tools: 2
- https://valonaintelligence.com/resources/whitepapers/what-is-market-intellligence: 2
- https://alpha-sense.com/blog/product/competitive-intelligence-tools: 1
- https://builtin.com/articles/competitive-intelligence-tools: 1
- https://commonroom.io/blog/best-competitive-intelligence-platform: 1
- https://contify.com/resources/blog/selecting-market-competitive-intelligence-platform: 1
- https://debriefing.io/guides/best-competitive-intelligence-tools: 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.
