How do I actually measure the real ROI on a local postcard mailing campaign combined with digital ads for my bakery?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I actually measure the real ROI on a local postcard mailing campaign combined with digital ads for my bakery?
1 real search · 1 real-search pass
measure incremental ROI direct mail postcard plus digital advertising holdout test POS attribution small business bakeryGoogle ↗
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 (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
measure incremental ROI direct mail postcard plus digital advertising holdout test POS attribution small business bakery Google ↗
- Optimizing Direct Mail Testing: Measuring Incrementality · measured.com
- Maximizing Marketing Impact: · ipg-wpmediaoffload-mrm-usps.s3.us-east-2.amazonaws.com
- Direct Mail Attribution: Your Guide to Measuring ROI · lob.com
- Measure and improve your direct mail results - Add direct mail to your Klaviyo strategy · academy.klaviyo.com