# Numerator: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/numerator

## 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% | 37 | 11% | 9 |

## What the models said for it

- "Receipt-level purchase data, omnichannel consumer behavior, and e-commerce insights (strong for CPG)." (Grok 4.20, Audience insights)
- "Best for: Purchase behavior analysis" (GLM 4.7 FlashX, Audience insights)

## And against it

- "generally positive in comparisons but inherit survey/panel flaws" (Grok 4.20, 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 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| 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, from 10 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- quid.com: 8
- g2.com: 7
- explodingtopics.com: 5
- hellocustomer.com: 5
- statista.com: 5
- rwazi.com: 4
- tastewise.io: 4
- birdeye.com: 3
- listenlabs.com: 3
- meltwater.com: 3

### Pages cited

- https://quid.com/knowledge-hub/resource-library/blog/the-top-platforms-for-market-trends-consumer-insights: 8
- https://g2.com/categories/consumer-insights-platforms: 6
- https://explodingtopics.com/blog/customer-insight-tools: 5
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 5
- https://statista.com/consumer-insights: 5
- https://rwazi.com/blog/consumer-insights-platforms-compared: 4
- https://tastewise.io/blog/best-consumer-insights-tools: 4
- https://birdeye.com/blog/audience-insights-tools: 3

## 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.