Dreamdata vs Northbeam
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 Northbeam. Both were named by all fourteen models and Dreamdata carries 39 labels and Northbeam 31, 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 modelsNorthbeam
Across every category in the November 2026 Edition, Dreamdata and Northbeam were named in the same answer fifty times, of the 160 answers naming Dreamdata and the 101 naming Northbeam. In those answers Northbeam took the first choice two times and Dreamdata twelve.
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 Northbeam first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dreamdata on the left and Northbeam on the right.The direct prompt
Dreamdata first, Northbeam not the choice
7 of 14 modelsNorthbeam was named in the answer but not as the choice, or not at all.Northbeam first, Dreamdata an alternative
1 of 14 modelsDreamdata was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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 19Northbeam2%#12 of 19Dreamdata32%#1 of 22Northbeam5%#6 of 22Dreamdata10%#3 of 16Northbeam0%#14 of 16What 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 Northbeam
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Criticized for 33% negative sentiment, especially regarding model transparency and accuracy in multi-touch attribution.” Mistral Small · negative prompt · hard negative
“DTC/e-commerce focused — wrong fit for B2B pipelines” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Traditional Enterprise Marketing Mix Modeling (MMM) platforms (like Northbeam or Rockerbox) typically cost thousands of dollars monthly.” Qwen 3.7 Flash · budget prompt · soft negative
“Look for unified MMM+MTA with strong privacy resilience (Rockerbox, SegmentStream, Northbeam)” Kimi K2 · scale prompt · first choice
“alternatives like Rockerbox or Northbeam are often recommended for lighter, more modern needs” Grok 4.20 · negative prompt · first choice
“I most often recommend starting with Northbeam or Rockerbox” MiniMax M2.5 · 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.