# Alida: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 2 categories by 8 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/alida

## 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% | 29 | 11% | 9 |
| [Customer feedback and surveys](https://www.gane.ai/index/gtm/customer/customer-feedback-and-surveys/index.md) | 0% | 42 | 0% | 2 |

## What the models said for it

- "Focus on existing customers and experience improvement rather than general-market audience discovery." (Perplexity Sonar, Audience insights)
- "Best for: Market research with a collaborative approach" (GLM 4.7 FlashX, Audience insights)
- "Alida - Best for insight communities and ongoing research" (Llama 4 Maverick, Audience insights)
- "If you need to Operationalize Feedback: Go with Alida." (Qwen 3.7 Flash, Audience insights)

## And against it

- "require building your own audience first, which mid-sized B2B firms might not have" (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 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Alida, from 17 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- hellocustomer.com: 15
- g2.com: 10
- meltwater.com: 8
- guideflow.com: 7
- sourceforge.net: 5
- quid.com: 4
- scoreapp.com: 4
- britopian.com: 3
- conveo.ai: 3
- heymarvin.com: 3

### Pages cited

- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 14
- https://meltwater.com/en/blog/top-consumer-insights-tools-companies: 8
- https://g2.com/categories/consumer-insights-platforms/enterprise: 6
- https://g2.com/categories/consumer-insights-platforms: 5
- https://guideflow.com/blog/consumer-insights-platforms: 5
- https://quid.com/knowledge-hub/resource-library/blog/the-top-platforms-for-market-trends-consumer-insights: 4
- https://scoreapp.com/best-b2b-market-research-tools: 4
- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf: 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.