Google Analytics 4 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.
Zero of fourteen models named Google Analytics 4 first on the direct prompt; one named Northbeam. Google Analytics 4 was named by thirteen of the fourteen models and Northbeam by fourteen and Google Analytics 4 carries 27 labels and Northbeam 31, so the shares are not directly comparable.
By Google, Mountain View, California, United States, founded 1998. Named in seventeen 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
Google Analytics 4First choices, of fourteen modelsNorthbeam
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 | | | |
Google Analytics 4 Northbeam first choice named as an alternative argued againstblank: not namedEach cell is one answer, Google Analytics 4 on the left and Northbeam on the right.The direct prompt
Northbeam first, Google Analytics 4 not the choice
1 of 14 modelsGoogle Analytics 4 was named in the answer but not as the choice, or not at all.Neither was named
13 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
Google Analytics 417%#2 of 19Northbeam2%#12 of 19Google Analytics 412%#3 of 22Northbeam5%#6 of 22Google Analytics 40%#– of 16Northbeam0%#14 of 16What the models said about Google Analytics 4
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“You should avoid the classic "first-click" and "last-click" models that many legacy web analytics tools (like old-school Google Analytics, or simpler CRM tools) default to.” DeepSeek V4 Flash · negative prompt · hard negative
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.