Real ChatGPT answer · index seed8CO8YivQ2xocompleteMarketing and advertising · influencer marketingcommercial
How should my small team calculate cost per acquisition when running an integrated campaign across TikTok, Instagram, and LinkedIn B2B channels?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should my small team calculate cost per acquisition when running an integrated campaign across TikTok, Instagram, and LinkedIn B2B channels?
1 real search · 1 real-search pass
B2B multi channel marketing attribution blended customer acquisition cost CPA first touch last touch attribution best practices CRMGoogle ↗
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
B2B multi channel marketing attribution blended customer acquisition cost CPA first touch last touch attribution best practices CRM Google ↗
- T H E C M O ’ S G U I D E T O · business.adobe.com
- Marketing attribution: models, challenges, and strategy · business.adobe.com
- Multitouch Attribution: Models and Tips (2026) · shopify.com
- The easy formula to calculate true CAC across all your marketing channels · blog.hubspot.com
- The easy formula to calculate true CAC across all your marketing channels · blog.hubspot.com