# MixModeler: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/mixmodeler

## 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) | 2% | 18 | 0% | 3 |

## What the models said for it

- "The best marketing attribution and marketing mix modeling platform for a company with a limited budget is MixModeler, which offers a free marketing mix modeling tool" (Llama 4 Maverick, Attribution & MMM)
- "New Budget-Friendly Platform" (GLM 4.7 FlashX, 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 | 1 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| 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 MixModeler, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- mammoth.io: 4
- proofanalytics.ai: 4
- admetrics.io: 3
- capterra.com: 3
- getapp.com: 3
- shopify.com: 3
- softwareadvice.com: 3
- toolradar.com: 3
- topbusinesssoftware.com: 3
- aboutmartech.com: 2

### Pages cited

- https://mammoth.io/blog/marketing-attribution-software: 4
- https://admetrics.io/compare/best-marketing-mix-modeling-tools-software: 3
- https://shopify.com/blog/marketing-attribution-tools: 3
- https://softwareadvice.com/marketing-attribution: 3
- https://topbusinesssoftware.com/categories/marketing-mix-modeling-mmm: 3
- https://developers.google.com/meridian/docs/basics/meridian-introduction: 2
- https://g2.com/categories/attribution/small-business: 2
- https://g2.com/products/mixmodeler/reviews: 2

## In its own words

What MixModeler's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Advanced marketing mix modeling for modern marketing teams. (https://www.mixmodeler.com/)
- For: marketing teams (https://www.mixmodeler.com/)
- Price stated: Free / $149/month / $239/month / Custom (https://www.mixmodeler.com/)
- Starting price: Free (https://www.mixmodeler.com/)
- Free plan or trial: Free forever plan (https://www.mixmodeler.com/)

## What it publishes

Every page mixmodeler.com exposes, read 2026-09-29: 13 addresses. By kind, pages and the last 90 days:

- blog: 4 pages, 0 in the last 90 days, latest 2025-01-15
- comparison: 1 pages, 0 in the last 90 days, latest 2025-01-15
- Recent: 2025-01-15 comparison: Mmm vs multi touch attribution https://mixmodeler.com/blog/mmm-vs-multi-touch-attribution
- Recent: 2025-01-15 blog: How to build first marketing mix model https://mixmodeler.com/blog/how-to-build-first-marketing-mix-model
- Recent: 2025-01-15 blog: Death of cookies mmm importance https://mixmodeler.com/blog/death-of-cookies-mmm-importance
- Recent: 2025-01-15 blog: Complete guide marketing mix modeling https://mixmodeler.com/blog/complete-guide-marketing-mix-modeling
- Recent: 2025-01-15 blog: Bayesian marketing mix modeling guide https://mixmodeler.com/blog/bayesian-marketing-mix-modeling-guide

## 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.
