Dreamdata vs Recast
Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Seven of fourteen models named Dreamdata first on the direct prompt; one named Recast. Dreamdata was named by fourteen of the fourteen models and Recast by twelve and Dreamdata carries 39 labels and Recast 29, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category this edition.
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
DreamdataFirst choices, of fourteen modelsRecast
Across every category in the November 2026 Edition, Dreamdata and Recast were named in the same answer forty-seven times, of the 160 answers naming Dreamdata and the 77 naming Recast. In those answers Recast took the first choice one time and Dreamdata ten.
Every model, every framing
| 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 Recast first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dreamdata on the left and Recast on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Dreamdata first, Recast an alternative
6 of 14 modelsRecast was named in the answer but not as the choice, or not at all.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.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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
Dreamdata26%#1 of 19Recast2%#9 of 19Dreamdata32%#1 of 22Recast7%#5 of 22What the models said about Dreamdata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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 prompt · first choice
“If B2B/SaaS: Prioritize account-level attribution with Salesforce/HubSpot native integration (Dreamdata, HockeyStack, or Adobe Marketo Measure)” Kimi K2 · scale prompt · first choice
“I recommend considering a combination of Dreamdata and Recast as your attribution and MMM (Marketing Mix Modeling) tools.” Mistral Small · paraphrase prompt · first choice
What the models said about Recast
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid For Limited Budgets: Enterprise tools like Adobe Analytics, Measured, Recast, or Nielsen” Grok 4.20 · budget prompt · hard negative
“Pure MMM solutions—such as Recast, Measured... work exceptionally well for high-volume consumer brands. However, in B2B” Gemini 3.5 Flash · paraphrase prompt · soft negative
“enterprise attribution and MMM tools (like Measured, Recast, or Northbeam) typically start at $2,000 to $10,000+ per month” Gemini 3.5 Flash · budget prompt · soft negative
“For MMM capabilities specifically, Recast is a self-service MMM platform designed for marketers, built for mid-market digital teams” Claude Haiku 4.5 · direct prompt · first choice
“My Top Recommendation: Dreamdata (for Attribution) + Recast (for MMM)” Kimi K2 · paraphrase prompt · first choice
“Recast is highlighted as a top MMM platform for B2B teams” Mistral Small · paraphrase prompt · first choice
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.