Real ChatGPT answer · index seednDUhifyli9UcompleteMarketing and advertising · ad platformsinformational
I am trying to help my internship supervisor with reducing cost per acquisition on a tight Facebook ads budget what are the best modern tactics for lookalike audiences
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am trying to help my internship supervisor with reducing cost per acquisition on a tight Facebook ads budget what are the best modern tactics for lookalike audiences
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Meta for Business lookalike audiences Advantage+ audience 2026 best practices first party data conversion API Google ↗
Meta ads lookalike audience source audience minimum 100 people country official help center Google ↗
- A Guide to Meta Ads Targeting in 2026 · jonloomer.com
- Facebook ad targeting: The complete guide for 2026 · blog.hootsuite.com
- Facebook Lookalike Audiences: How They Work in 2026 · alenich.com
- Campaign set up for lead generation forms · about.fb.com
- How Facebook Lookalike Audiences Can Boost Your Ad Campaigns · mailchimp.com
- Lookalike Audiences: How to Build and Test Them · andersoncollaborative.com
- Meta Ads Lookalike Audiences: A Complete Guide · jonloomer.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Meta for Business lookalike audiences Advantage+ audience 2026 best practices first party data conversion API OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Meta ads lookalike audience source audience minimum 100 people country official help center OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |