# causaLens: 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/causalens

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 140 | 100% | 1 |

## And against it

- "causaLens — starts around $4,500/month for causal AI platforms" (DeepSeek V4 Flash, Attribution & MMM)

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

### Domains cited

- admetrics.io: 1
- aidigital.com: 1
- business.adobe.com: 1
- capterra.com: 1
- capterra.ie: 1
- causalens.com: 1
- dema.ai: 1
- developers.google.com: 1
- getapp.com: 1
- github.com: 1

### Pages cited

- https://admetrics.io/compare/best-marketing-mix-modeling-tools-software: 1
- https://aidigital.com/blog/media-mix-modeling-tools: 1
- https://business.adobe.com/uk/products/adobe-analytics/marketing-campaign-analytics.html: 1
- https://capterra.com/p/276941/Usermaven: 1
- https://capterra.ie/software/1038267/usermaven: 1
- https://causalens.com/case/marketing-mix-modeling: 1
- https://dema.ai/causal-attribution: 1
- https://developers.google.com/meridian/docs/basics/meridian-introduction: 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.