Can you guide me through scaling a successful Facebook ad set horizontally versus vertically without blowing past the tight monthly marketing budget my partner and I agreed on?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you guide me through scaling a successful Facebook ad set horizontally versus vertically without blowing past the tight monthly marketing budget my partner and I agreed on?
1 real search · 1 real-search pass
Meta Ads budget scaling best practices vertical horizontal scaling learning phase budget changes official Meta 2026Google ↗
OBSERVEDInstruction
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 budget scaling best practices vertical horizontal scaling learning phase budget changes official Meta 2026 Google ↗
- How to scale Meta ads without resetting the learning phase (2026) · adrio.ai
- How to Scale Facebook Ads Without Resetting Learning · relevantaudience.com
- Vertical or Horizontal Scaling for Meta Ads? · meta-ads.si