Real ChatGPT answer · index seedyZiUTO5Kr48completeMarketing and advertising · web analyticscomparison
What are the true hidden costs of attributing leads to paid search using GA4 data-driven attribution versus paying for a dedicated attribution software like Northbeam?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the true hidden costs of attributing leads to paid search using GA4 data-driven attribution versus paying for a dedicated attribution software like Northbeam?
3 real searches · 1 real-search pass
Northbeam attribution platform methodology multi touch attribution incrementality pricing official documentationGoogle ↗
OBSERVEDReason
Google Analytics 4 data-driven attribution how it works eligible touchpoints Google Ads official documentationGoogle ↗
OBSERVEDReason
GA4 attribution limitations cross channel reporting data driven attribution Google support lead generation offline conversionsGoogle ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Northbeam attribution platform methodology multi touch attribution incrementality pricing official documentation Google ↗
Google Analytics 4 data-driven attribution how it works eligible touchpoints Google Ads official documentation Google ↗
GA4 attribution limitations cross channel reporting data driven attribution Google support lead generation offline conversions Google ↗
- Northbeam · northbeam.io
- Get started with attribution · support.google.com
- [GA4] About modeled key events · support.google.com
- About data-driven attribution · support.google.com
- About data-driven attribution · support.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Northbeam attribution platform methodology multi touch attribution incrementality pricing official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Analytics 4 data-driven attribution how it works eligible touchpoints Google Ads official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GA4 attribution limitations cross channel reporting data driven attribution Google support lead generation offline conversions OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |