Attribution and marketing mix modeling · October 2026 Edition
Dreamdata vs Google Analytics 4
Nine of fourteen models named Dreamdata first on the direct prompt; zero named Google Analytics 4. Both were named by all fourteen models and Dreamdata carries 38 labels and Google Analytics 4 28, so the shares are not directly comparable.
Named in six categories this edition.
By Google, Mountain View, California, United States, founded 1998. Named in seventeen categories this edition.
First-choice share27%17%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 17; printed, not drawn.
Labels3828A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Dreamdata reading right to left. Rank and label count are printed, not drawn.HockeyStack was named alongside these two in nine of the fourteen direct answers. Dreamdata vs Rockerbox · Dreamdata vs Google Meridian · Dreamdata vs HockeyStack
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the attribution and marketing mix modeling page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DreamdataFirst choices, of fourteen modelsGoogle Analytics 4
Direct901 against Google Analytics 4
Paraphrase80
Comparative02
Budget-constrained0112 against Dreamdata
Scale-constrained00
Negative001 against Dreamdata · 6 against Google Analytics 4
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Dreamdata and Google Analytics 4 stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
Dreamdata Google Analytics 4 first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dreamdata on the left and Google Analytics 4 on the right.The direct prompt
The plain question, one answer per model, grouped by where Dreamdata and Google Analytics 4 stood in it.
Dreamdata first, Google Analytics 4 not the choice
9 of 14 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Dreamdata, HockeyStack alternatives: CaliberMind, HubSpot Marketing Hub, Rockerbox, SegmentStream
GPT-5.4 miniDreamdata alternatives: HockeyStack, Measured
Perplexity SonarDreamdata alternatives: HockeyStack, Improvado, SegmentStream
Grok 4.20Dreamdata alternatives: Factors.ai, HockeyStack, Rockerbox
Mistral SmallDreamdata, MixModeler alternatives: Northbeam
DeepSeek V4 FlashDreamdata, Rockerbox alternatives: HockeyStack, Marketing Evolution, Measured
Kimi K2Dreamdata alternatives: Factors.ai, Recast, Rockerbox
GLM 4.7 FlashXDreamdata alternatives: Cometly, HubSpot Marketing Hub, Keen Decision Systems, Rockerbox, Ruler Analytics
Muse Glimmer 30BDreamdata alternatives: Admetrics, Adobe Marketo Measure, HockeyStack, Rockerbox
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashCaliberMind alternatives: Dreamdata, HockeyStack, RevSure, SegmentStream
Llama 4 MaverickRockerbox alternatives: Attribution, Dreamdata, Northbeam
Qwen 3.7 FlashRockerbox alternatives: Dreamdata
MiniMax M2.5HockeyStack, Marketing Evolution alternatives: Adobe Marketo Measure, Dreamdata
GPT-6 LunaHockeyStack alternatives: Dreamdata, Paramark
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Dreamdata leads by eight points.
Dreamdata26%#1 of 17Google Analytics 418%#2 of 17Mid-marketThe figures above
Dreamdata leads by nine points.
Dreamdata27%#1 of 17Google Analytics 417%#2 of 17Enterprise
Dreamdata leads by twelve points.
Dreamdata12%#3 of 17Google Analytics 40%#– of 17What the models said about Dreamdata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“"losing head-to-head comparisons" against competitors, with users actively seeking alternatives” DeepSeek V4 Flash · negative prompt · soft negative
“What to Avoid on a Tight Budget - Dreamdata starts at ~$750/month” Kimi K2 · budget prompt · soft negative
“but these are better fits when your budget is no longer very limited” Perplexity Sonar · budget prompt · soft negative
“Dreamdata or Factors.ai for attribution, and Google Meridian or Northbeam for MMM, would be the most balanced and effective choices.” Mistral Small · paraphrase prompt · first choice
“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 · paraphrase prompt · first choice
“the strongest overall choice is usually Dreamdata if your priority is B2B revenue attribution and customer-journey analysis” Perplexity Sonar · direct prompt · first choice
What the models said about Google Analytics 4
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Free leader for basic-to-advanced data-driven attribution; integrates seamlessly with Google Ads. Great for SMBs, but privacy-limited post-cookies.” Grok 4.20 · comparative prompt · first choice
“Google Analytics 4 (GA4) is completely free and provides a solid foundation without any financial commitment for teams with limited budgets” Claude Haiku 4.5 · budget prompt · first choice
Also compared
Dreamdata vs RockerboxDreamdata vs Google MeridianDreamdata vs HockeyStackDreamdata vs MeasuredDreamdata vs RecastDreamdata vs CometlyGoogle Analytics 4 vs RockerboxGoogle Analytics 4 vs Google MeridianGoogle Analytics 4 vs HockeyStackGoogle Analytics 4 vs MeasuredGoogle Analytics 4 vs RecastGoogle Analytics 4 vs CometlyAll twenty-eight head-to-head pages and the full Attribution & MMM standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.