Real ChatGPT answer · index seedEl8PceLnxGQcompleteMarketing and advertising · ad platformscomparison
We have a massive influx of holiday shoppers today and our Facebook cost per acquisition is through the roof, so should I broaden our lookalike audience or narrow down to retargeting right away?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We have a massive influx of holiday shoppers today and our Facebook cost per acquisition is through the roof, so should I broaden our lookalike audience or narrow down to retargeting right away?
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 Ads Advantage+ audience lookalike audience retargeting holiday ecommerce CPA frequency CPM official guidance Google ↗
Meta ads retargeting audience exclusions prospecting overlap frequency CPA holiday ecommerce best practices Google ↗
- Understanding and optimizing your ad campaign · developers.meta.com
- A Guide to Meta Ads Targeting in 2026 · jonloomer.com
- Facebook Retargeting Ads: Audiences, Windows and Budget · flyroas.com
- How to Approach Meta Ads Targeting Now: A Detailed Guide · jonloomer.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Meta Ads Advantage+ audience lookalike audience retargeting holiday ecommerce CPA frequency CPM official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Meta ads retargeting audience exclusions prospecting overlap frequency CPA holiday ecommerce best practices OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |