Dreamdata

Named in 25 judge labels across 4 categories by 6 of 6 models in the September 2026 Edition. 8 first choices, 0 negative labels. Every number here is derived from the raw labels under vendor table v2026-09-08.5.

Best standing

30% in Attribution & MMM

Rank 1 of 82 products named in attribution and marketing mix modeling, accepted challenger. 4 of 6 models made it the first choice on the direct prompt; 0% of its 22 labels there were negative.

Standing by category

Every category where a model named Dreamdata. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Vertical	First choices	Rank	Negative rate	Labels	Quadrant
Attribution and marketing mix modeling	Marketing	30%	1 of 82	0%	22	accepted challenger
B2B intent data providers	Sales	0%	28 of 40	0%	1	under 10 labels
Customer data platforms	GTM data and infrastructure	0%	23 of 35	0%	1	under 10 labels
Data warehouse and reverse ETL for marketing	GTM data and infrastructure	0%	20 of 62	0%	1	under 10 labels

By model

How each model treated Dreamdata across every prompt where it was named. Six models, six prompts per category.

Model	First choice	Alternative	Mention	Labels
Claude Opus 5	2	2	0	4
Claude Opus 4.8	2	0	0	2
GPT-6 Astra	1	2	1	4
GPT-5.6 Sol	0	1	1	2
Gemini 3.1 Pro	1	5	0	6
Perplexity Sonar Pro	2	3	2	7

What the models said for it

Verbatim evidence the judge attached to positive labels.

“HockeyStack and Dreamdata are the two best all-around platforms that natively handle both MTA and MMM for mid-market B2B SaaS” Gemini 3.1 Pro · Attribution & MMM · direct prompt · first choice

“Dreamdata — the most common default for B2B SaaS. Purpose-built account-level revenue attribution” Claude Opus 5 · Attribution & MMM · direct prompt · first choice

“Dreamdata or HockeyStack — if your priority is B2B multi-touch/account-based attribution” Claude Opus 4.8 · Attribution & MMM · direct prompt · first choice

“the strongest default pick is Dreamdata for marketing attribution” Perplexity Sonar Pro · Attribution & MMM · direct prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Names read as Dreamdata

What the judge wrote, as written, with how often. The vendor table decides that these count as Dreamdata; a claim can dispute any of them.

Every label used the canonical name.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Dreamdata, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.