Real ChatGPT answer · index seed4iKWYqzQxb4completeMarketing and advertising · ad platformscomparison
How does scaling successful Facebook ad sets horizontally by adding new lookalike audiences compare to vertical scaling by budget increases?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does scaling successful Facebook ad sets horizontally by adding new lookalike audiences compare to vertical scaling by budget increases?
1 real search · 1 real-search pass
Meta ads scaling horizontal lookalike audiences vertical budget increases best practices learning phase audience overlap official guidanceGoogle ↗
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 scaling horizontal lookalike audiences vertical budget increases best practices learning phase audience overlap official guidance Google ↗
- Understanding and optimizing your ad campaign · developers.meta.com
- Vertical or Horizontal Scaling for Meta Ads? · meta-ads.si