Real ChatGPT answer · index seedHsYTOPfP9vEcompleteMarketing and advertising · web analyticsinformational
How do other small business owners handle multi touch attribution without spending a fortune on enterprise marketing software
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do other small business owners handle multi touch attribution without spending a fortune on enterprise marketing software
1 real search · 1 real-search pass
small business multi-touch attribution low cost tools GA4 CRM UTMs spreadsheet 2026Google ↗
OBSERVEDInstruction
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
small business multi-touch attribution low cost tools GA4 CRM UTMs spreadsheet 2026 Google ↗
- Best Marketing Attribution Tools for Small Businesses in 2026 · shopify.com
- Best Marketing Analytics Tools Beyond GA4 and GA360 (2026) · marketingstackhub.com
- Marketing Attribution Software: 12 Tools Compared (2026) · gaconnector.com
- Marketing Attribution Software · stackmatix.com
- Multi-Touch Attribution Tools Compared: What "Multi-Touch" Actually Means in Each · callix.io