Dreamdata is a B2B revenue attribution platform for marketers, positioned as an agentic attribution platform · dreamdata.io ↗
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.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Ranked first, contested: Google Analytics 4 has 17%.
Ranked first, contested: Rockerbox has 12%. 7 of 14 models made it the first choice when asked directly.
Adobe Marketo Measure is first at 22%.
“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 · Direct question · first choice
“If B2B/SaaS: Prioritize account-level attribution with Salesforce/HubSpot native integration (Dreamdata, HockeyStack, or Adobe Marketo Measure)”Kimi K2 · Scale-constrained question · first choice
“I recommend considering a combination of Dreamdata and Recast as your attribution and MMM (Marketing Mix Modeling) tools.”Mistral Small · Paraphrase question · first choice
“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 · Direct question · first choice
No model argued against it.
The products named in the same answers as Dreamdata, over the 160 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 83 | 6 | Compare → | |
| 56 | 8 | View → | |
| 52 | 10 | Compare → | |
| 50 | 4 | Compare → | |
| 50 | 4 | View → | |
| 50 | 2 | Compare → | |
| 49 | 9 | View → | |
| 47 | 10 | Compare → | |
| 47 | 4 | View → | |
| 47 | 1 | Compare → |
What the models named instead of Dreamdata →
A side-by-side page exists where both products are among a category's top eight.
Stated on Dreamdata's own site, not checked by Gane.
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 →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 151 of the 160 answers that named Dreamdata and are not a share of its labels.
392 of the 440 domain citations in answers naming Dreamdata came from a third party's page. Forty-eight were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 260 | 6 | 2026-09-25 | ||
| Podcast or video | 81 | 0 | 2026-04-28 | ||
| Case study | 34 | 0 | 2025-10-13 | ||
| Comparison | 24 | 0 | 2026-04-28 | ||
| Report or ebook | 6 | 0 | 2026-04-28 | ||
| Template or tool | 3 | 0 | 2023-01-06 | ||
| Glossary or explainer | 3 | 0 | 2026-04-28 | ||
| News or press | 1 | undated |
Every page dreamdata.io 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 September 29, 2026.