# Dreamdata: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 49 judge labels across 6 categories by 14 of 14 models. Page: https://gtm-ai-index.com/vendors/dreamdata/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Attribution and marketing mix modeling | 27% | 1 | 8% | 38 |
| Customer intelligence and data science | 2% | 16 | 0% | 3 |
| Web analytics | 0% | 21 | 0% | 5 |
| Account-based marketing platforms | 0% | 50 | 0% | 1 |
| Market intelligence platforms | 0% | 95 | 0% | 1 |
| Mobile apps | 0% | 64 | 0% | 1 |

## What the models said for it

- "Go with Dreamdata if you are a sales-led B2B business with deep content, long sales cycles, and you want precise, mathematically sound revenue attribution" (Gemini 3.5 Flash, Customer intel)
- "Dreamdata or Factors.ai for attribution, and Google Meridian or Northbeam for MMM, would be the most balanced and effective choices." (Mistral Small, Attribution & MMM)
- "Attribution: Dreamdata if your buying cycles are long, account-based, and you want B2B-specific multi-touch attribution tied to revenue" (GPT-5.4 mini, Attribution & MMM)
- "the strongest overall choice is usually Dreamdata if your priority is B2B revenue attribution and customer-journey analysis" (Perplexity Sonar, Attribution & MMM)

## And against it

- ""losing head-to-head comparisons" against competitors, with users actively seeking alternatives" (DeepSeek V4 Flash, Attribution & MMM)
- "What to Avoid on a Tight Budget - Dreamdata starts at ~$750/month" (Kimi K2, Attribution & MMM)
- "but these are better fits when your budget is no longer very limited" (Perplexity Sonar, Attribution & MMM)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Attribution and marketing mix modeling: 29% to 27%, −3. Inside the floor by 8 points · rank 1 of 123, unchanged.
- Customer intelligence and data science: 4% to 2%, −2. Inside the floor by 9 points · rank 7 → 16 of 142.
- Web analytics: 0% to 0%, ±0. New · not ranked in September 2026 · rank 21 of 91.
- Account-based marketing platforms: 0% to 0%, ±0. New · not ranked in September 2026 · rank 50 of 71.
- Market intelligence platforms: 0% to 0%, ±0. New · not ranked in September 2026 · rank 95 of 172.
- Mobile apps: 0% to 0%, ±0. Inside the floor by 11 points · rank 81 → 64 of 117.

## 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/)
- Certifications: SSO & SAML login (SCIM available as an add-on)
- 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://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.