# Cassandra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/cassandra

## 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% | 13 | 0% | 7 |

## What the models said for it

- "Winner: Cassandra ... one of the most aggressive players regarding pricing for mid-sized to small businesses" (Qwen 3.7 Flash, Attribution & MMM)
- "Ready-to-use SaaS platforms offering scenario-planning simulators to test budget reallocations before spending." (Gemini 3.5 Flash, Attribution & MMM)
- "spending under $10M annually, are best served by a self-serve platform like Cassandra" (Claude Haiku 4.5, Attribution & MMM)
- "Cassandra is likely the better practical choice for MMM" (Perplexity Sonar, Attribution & MMM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 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 Cassandra, from 26 of the 26 answers that named it (only the models that return a source list).

### Domains cited

- admetrics.io: 16
- vexpower.com: 16
- usermaven.com: 13
- bluealpha.ai: 12
- cometly.com: 12
- aboutmartech.com: 10
- vezadigital.com: 10
- prettyinsights.com: 9
- ruleranalytics.com: 9
- g2.com: 8

### Pages cited

- https://vexpower.com/mmm/marketing-mix-modeling-software: 16
- https://admetrics.io/compare/best-marketing-mix-modeling-tools-software: 14
- https://bluealpha.ai/articles/best-marketing-mix-modeling-software: 12
- https://vezadigital.com/post/marketing-attribution-tools: 10
- https://prettyinsights.com/best-marketing-attribution-tools: 9
- https://mammoth.io/blog/marketing-attribution-software: 8
- https://aboutmartech.com/blog/marketing-attribution-companies: 6
- https://segmentstream.com/blog/articles/best-mmm-software-tools: 6

## In its own words

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

- Positioning: Marketing Decision Intelligence Platform (https://cassandra.app/)
- For: CMO, VP Marketing, Head of Growth, Performance Marketing Director, Marketing Analytics Manager (https://cassandra.app/)
- Price stated: €0 (https://cassandra.app/)
- Starting price: 0 (https://cassandra.app/)
- Free plan or trial: 14-day free trial — no credit card required (https://cassandra.app/)
- Certifications: SOC 2 Type II
- Customers named: Gina Tricot, Cura of Sweden, Boscolo Viaggi, Velasca, charity: water, Treedom, Spedire.com, AskRally

## What it publishes

Every page cassandra.app exposes, read 2026-10-05: 305 addresses. By kind, pages and the last 90 days:

- blog: 40 pages, 28 in the last 90 days, latest 2026-10-05
- case study: 18 pages, 6 in the last 90 days, latest 2026-10-04
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- comparison: 32 pages, 31 in the last 90 days, latest 2026-10-04
- glossary or explainer: 77 pages, 4 in the last 90 days, latest 2026-10-04
- Recent: 2026-10-05 blog: Ai marketer https://blog.cassandra.app/blog/ai-marketer
- Recent: 2026-10-04 glossary or explainer: Academy https://cassandra.app/academy
- Recent: 2026-10-04 comparison: Compare https://cassandra.app/compare
- Recent: 2026-10-04 case study: Gina tricot v3 draft https://cassandra.app/case-studies/gina-tricot-v3-draft
- Recent: 2026-10-04 case study: Treedom v3 draft https://cassandra.app/case-studies/treedom-v3-draft
- Recent: 2026-10-04 case study: Charity water v3 draft https://cassandra.app/case-studies/charity-water-v3-draft

## 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.