# Dreamdata: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 60 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/dreamdata

## 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) | 32% | 1 | 0% | 39 |
| [Web analytics](https://www.gane.ai/index/gtm/gtm-data/web-analytics/index.md) | 5% | 3 | 0% | 9 |
| [Customer intelligence and data science](https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/index.md) | 5% | 7 | 0% | 8 |
| [Marketing resource management](https://www.gane.ai/index/gtm/marketing/marketing-resource-management/index.md) | 0% | 40 | 0% | 2 |
| [Account-based marketing platforms](https://www.gane.ai/index/gtm/marketing/account-based-marketing-platforms/index.md) | 0% | 35 | 0% | 1 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 39 | 0% | 1 |

## What the models said for it

- "Dreamdata is especially appealing to mid-market and growth-stage B2B teams that want robust attribution without committing to a heavier enterprise program." (Claude Haiku 4.5, Attribution & MMM)
- "If B2B/SaaS: Prioritize account-level attribution with Salesforce/HubSpot native integration (Dreamdata, HockeyStack, or Adobe Marketo Measure)" (Kimi K2, Attribution & MMM)
- "I recommend considering a combination of Dreamdata and Recast as your attribution and MMM (Marketing Mix Modeling) tools." (Mistral Small, Attribution & MMM)
- "Dreamdata is the most cited first choice in 2025-2026 round-ups and is explicitly called "best fit: mid-market to enterprise"" (Muse Glimmer 30B, Attribution & MMM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 1 | 0 | 4 |
| GPT-5.4 mini | 2 | 0 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 4 | 1 | 0 | 0 | 5 |
| Perplexity Sonar | 3 | 1 | 1 | 0 | 5 |
| Grok 4.20 | 1 | 2 | 4 | 0 | 7 |
| Mistral Small | 2 | 0 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 5 | 2 | 0 | 8 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 4 | 1 | 1 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 0 | 3 |
| MiniMax M2.5 | 1 | 2 | 1 | 0 | 4 |
| GPT-6 Luna | 1 | 1 | 1 | 0 | 3 |
| Muse Glimmer 30B | 2 | 3 | 1 | 0 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named Dreamdata, from 151 of the 160 answers that named it (only the models that return a source list).

### Domains cited

- usermaven.com: 69
- aboutmartech.com: 60
- vezadigital.com: 49
- gane.ai/index: 48
- g2.com: 41
- cometly.com: 40
- admetrics.io: 39
- sellforte.com: 32
- segmentstream.com: 31
- vexpower.com: 31

### Pages cited

- https://vezadigital.com/post/marketing-attribution-tools: 49
- https://aboutmartech.com/blog/marketing-attribution-companies: 35
- https://vexpower.com/mmm/marketing-mix-modeling-software: 31
- https://usermaven.com/blog/enterprise-marketing-attribution-platforms: 28
- https://admetrics.io/compare/best-marketing-mix-modeling-tools-software: 26
- https://mammoth.io/blog/marketing-attribution-software: 21
- https://darwinapps.com/blog/12-customer-journey-analytics-tools-for-b2b-saas-2026-comparison: 20
- https://research.oz.spotlightar.com/reports/magic-quadrant-marketing-mix-modeling-solutions-2024/leaders: 20

## In its own words

What Dreamdata's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Agentic B2B Attribution Platform for Marketers; B2B revenue attribution platform (https://dreamdata.io/)
- For: B2B marketers (https://dreamdata.io/)
- Price stated: Free Tier; Custom / Business (https://dreamdata.io/)
- Starting price: 0 (https://dreamdata.io/)
- Free plan or trial: Free Tier; SIGN UP FREE (https://dreamdata.io/)
- Customers named: Finastra, Cognism, Oyster, Clio, ECI, Eftsure, Gorgias, ComplyAdvantage

## What it publishes

Every page dreamdata.io exposes, read 2026-09-29: 1033 addresses. By kind, pages and the last 90 days:

- blog: 260 pages, 6 in the last 90 days, latest 2026-09-25
- case study: 34 pages, 0 in the last 90 days, latest 2025-10-13
- report or ebook: 6 pages, 0 in the last 90 days, latest 2026-04-28
- comparison: 24 pages, 0 in the last 90 days, latest 2026-04-28
- template or tool: 3 pages, 0 in the last 90 days, latest 2023-01-06
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2026-04-28
- podcast or video: 81 pages, 0 in the last 90 days, latest 2026-04-28
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-25 blog: Better ai gets more foundation matters https://dreamdata.io/blog/better-ai-gets-more-foundation-matters
- Recent: 2026-09-22 blog: Scott brinker ai will change what marketers do https://dreamdata.io/blog/scott-brinker-ai-will-change-what-marketers-do
- Recent: 2026-09-07 blog: How to build b2b influencer program brianna doe https://dreamdata.io/blog/how-to-build-b2b-influencer-program-brianna-doe
- Recent: 2026-08-31 blog: Data foundation dreamdata ai https://dreamdata.io/blog/data-foundation-dreamdata-ai
- Recent: 2026-08-31 blog: Introducing dreamdata ai https://dreamdata.io/blog/introducing-dreamdata-ai
- Recent: 2026-07-03 blog: Leslie venetz why your b2b outbound is killing your brand https://dreamdata.io/blog/leslie-venetz-why-your-b2b-outbound-is-killing-your-brand

## 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.