Real ChatGPT answer · index seedTNNyzbOqON8completeMarketing and advertising · local marketinginformational
What is the most accurate formula for measuring the actual return on investment for a localized Facebook ad campaign targeting moms in our school district?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most accurate formula for measuring the actual return on investment for a localized Facebook ad campaign targeting moms in our school district?
1 real search · 1 real-search pass
Meta ads conversion lift incrementality experiments attribution official documentation ROI gross profit marketing measurementGoogle ↗
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 (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
Meta ads conversion lift incrementality experiments attribution official documentation ROI gross profit marketing measurement Google ↗
- Designing A/B tests, creative tests and lift studies : Learn new skills to build your brand or business · formedia.facebookblueprint.com
- Calibrating your media budget with incremental evidence : Learn new skills to build your brand or business · facebookblueprint.com
- Creative Strategy Study Guide · integrisdesign.com