Real ChatGPT answer · index seed9qmG7txeRRccompleteMarketing and advertising · ad platformscommercial
I need a cheap cross channel marketing attribution model for my small business that actually works on a tight ad budget.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a cheap cross channel marketing attribution model for my small business that actually works on a tight ad budget.
2 real searches · 1 real-search pass
low cost small business cross channel marketing attribution GA4 UTM first touch last touch assisted conversions practical guide 2025 2026Google ↗
OBSERVEDReason
Google Analytics 4 attribution reports data-driven attribution limitations small business UTM campaign tracking documentationGoogle ↗
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)
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
low cost small business cross channel marketing attribution GA4 UTM first touch last touch assisted conversions practical guide 2025 2026 Google ↗
Google Analytics 4 attribution reports data-driven attribution limitations small business UTM campaign tracking documentation Google ↗
- campaign tracking documentation · support.google.com
- GA4 attribution · support.google.com
- attribution settings · support.google.com
- Get started with attribution · support.google.com
- Change the reporting attribution model for key events · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
low cost small business cross channel marketing attribution GA4 UTM first touch last touch assisted conversions practical guide 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Analytics 4 attribution reports data-driven attribution limitations small business UTM campaign tracking documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |