Real ChatGPT answer · index seed5wOO5yYbsyccompleteMarketing and advertising · web analyticscomparison
What is the difference between multi touch attribution and single touch attribution when deciding which tool to buy for my shop?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the difference between multi touch attribution and single touch attribution when deciding which tool to buy for my shop?
1 real search · 1 real-search pass
single touch vs multi touch attribution models ecommerce small business marketing analytics tool buying guideGoogle ↗
OBSERVEDComparison
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
single touch vs multi touch attribution models ecommerce small business marketing analytics tool buying guide Google ↗
- Multitouch Attribution: Models and Tips (2026) · shopify.com
- Marketing attribution: models, challenges, and strategy · business.adobe.com