Real ChatGPT answer · index seedA4CPyZh60hgcompleteMarketing and advertising · web analyticscomparison

Does GA4 actually work well for setting up custom attribution models for free, or will I eventually be forced to pay for Northbeam to get accurate data?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does GA4 actually work well for setting up custom attribution models for free, or will I eventually be forced to pay for Northbeam to get accurate data?
2 real searches · 1 real-search pass
Google Analytics 4 attribution models data-driven attribution model comparison custom attribution settings official documentation 2026Google ↗
OBSERVEDComparison
Northbeam attribution methodology multi-touch attribution incrementality ecommerce official documentation pricingGoogle ↗
OBSERVEDReason

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Google Analytics 4 attribution models data-driven attribution model comparison custom attribution settings official documentation 2026 Google ↗
Northbeam attribution methodology multi-touch attribution incrementality ecommerce official documentation pricing Google ↗
  1. Get started with attribution · support.google.com
  2. Select attribution settings · support.google.com
  3. Change the reporting attribution model for key events · support.google.com
  4. Northbeam · northbeam.io

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Analytics 4 attribution models data-driven attribution model comparison custom attribution settings official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Northbeam attribution methodology multi-touch attribution incrementality ecommerce official documentation pricing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1