# Toluna: 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/toluna

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Audience and consumer insights platforms](https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/index.md) | 0% | 123 | 0% | 1 |

## What the models said for it

- "Useful when teams need to recruit target consumers quickly" (Perplexity Sonar, Audience insights)

## 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 | 0 | 1 |
| 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 Toluna, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- guideflow.com: 3
- listenlabs.com: 3
- lotame.com: 3
- behaviolabs.com: 2
- hellocustomer.com: 2
- learn.g2.com: 2
- meltwater.com: 2
- morningconsult.com: 2
- pulsarplatform.com: 2

### Pages cited

- https://guideflow.com/blog/consumer-insights-platforms: 3
- https://lotame.com/resources/best-audience-intelligence-platforms: 3
- https://g2.com/categories/audience-intelligence-platforms: 2
- https://g2.com/categories/consumer-insights-platforms/enterprise: 2
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 2
- https://meltwater.com/en/blog/top-consumer-insights-tools-companies: 2
- https://morningconsult.com/articles/how-to-choose-consumer-insights-platform: 2
- https://pulsarplatform.com/guides/best-audience-analysis-tools-2026: 2

## 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.