# Numerator Verified Voices: 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/numerator-verified-voices

## 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% | 107 | 0% | 1 |

## What the models said for it

- "Best for: Purchase behavior tied to demographic data" (GLM 4.7 FlashX, 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 | 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 Numerator Verified Voices, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 7
- meltwater.com: 4
- listenlabs.com: 3
- quid.com: 3
- statista.com: 3
- guideflow.com: 2
- hellocustomer.com: 2
- hginsights.com: 2
- learn.g2.com: 2
- merciv.com: 2

### Pages cited

- https://meltwater.com/en/blog/top-consumer-insights-tools-companies: 4
- https://g2.com/categories/consumer-insights-platforms/enterprise: 3
- https://listenlabs.com/articles/enterprise-consumer-insights-tools-2026: 3
- https://statista.com/consumer-insights: 3
- https://g2.com/categories/consumer-insights-platforms: 2
- https://g2.com/categories/market-intelligence/enterprise: 2
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 2
- https://learn.g2.com/best-audience-intelligence-platforms-for-enterprises: 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.