Attribution and marketing mix modeling · RankedCassandra
Cassandra is a self-serve marketing mix modeling tool that automates data ingestion and model calibration without requiring code · cassandra.app ↗
Gane, the publisher, sells software in Attribution & MMM, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Dreamdata is first at 26%.
Dreamdata is first at 32%. 0 of 14 models made it the first choice when asked directly.
Adobe Marketo Measure is first at 22%.
Why models recommend it
“Winner: Cassandra ... one of the most aggressive players regarding pricing for mid-sized to small businesses”Qwen 3.7 Flash · Budget-constrained question · first choice
“Ready-to-use SaaS platforms offering scenario-planning simulators to test budget reallocations before spending.”Gemini 3.5 Flash · Comparative question · alternative
“spending under $10M annually, are best served by a self-serve platform like Cassandra”Claude Haiku 4.5 · Budget-constrained question · alternative
“Cassandra is likely the better practical choice for MMM”Perplexity Sonar · Budget-constrained question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Cassandra, over the 26 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 20 | 5 | View → | |
| 18 | 1 | View → | |
| 17 | 6 | View → | |
| 15 | 4 | View → | |
| 13 | 1 | View → | |
| 13 | 1 | View → | |
| 11 | 3 | View → | |
| 11 | 1 | View → | |
| 9 | 0 | View → | |
| 8 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Cassandra's own site, not checked by Gane.
- For
- CMO, VP Marketing, Head of Growth, Performance Marketing Director, Marketing Analytics Manager
- Price stated
- €0
- Starting price
- 0
- Free plan or trial
- 14-day free trial — no credit card required
- Certifications
- SOC 2 Type II
- Customers named
- Gina Tricot, Cura of Sweden, Boscolo Viaggi, Velasca, charity: water, Treedom, Spedire.com, AskRally
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 26 of the 26 answers that named Cassandra and are not a share of its labels.
Domains cited
115 of the 115 domain citations in answers naming Cassandra came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 77 | 4 | 2026-10-04 | ||
| Blog | 40 | 28 | 2026-10-05 | ||
| Comparison | 32 | 31 | 2026-10-04 | ||
| Case study | 18 | 6 | 2026-10-04 | ||
| Report or ebook | 2 | undated |
Most recent
- 2026-10-05Ai marketer blog
- 2026-10-04Academy glossary or explainer
- 2026-10-04Compare comparison
- 2026-10-04Gina tricot v3 draft case study
- 2026-10-04Treedom v3 draft case study
- 2026-10-04Charity water v3 draft case study
How it is countedHide how it is counted
Every page cassandra.app exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.