Real ChatGPT answer · index seedHZX3JAeO7gccompleteMarketing and advertising · ad platformscomparison
I am staring at our Shopify dashboard and our customer lifetime value to CAC ratio is completely inverted today, so should I pause our scaling Facebook campaigns immediately or shift spend to branded search?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am staring at our Shopify dashboard and our customer lifetime value to CAC ratio is completely inverted today, so should I pause our scaling Facebook campaigns immediately or shift spend to branded search?
1 real search · 1 real-search pass
Shopify customer lifetime value CAC ratio paid advertising attribution cohort analysis short-term fluctuations Meta Google branded search incrementalityGoogle ↗
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
Shopify customer lifetime value CAC ratio paid advertising attribution cohort analysis short-term fluctuations Meta Google branded search incrementality Google ↗
- Marketing Attribution: Models and Best Practices · shopify.com
- How To Calculate & Lower Shopify Customer Acquisition Cost (CAC) · sherocommerce.com
- Incrementality Testing for Shopify: Measure True Ad Impact Beyond Last-Click · polaranalytics.com