Can you walk me through running a cheaper alternative to Outbrain content recommendation campaigns for a small e-commerce brand watching every dollar?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you walk me through running a cheaper alternative to Outbrain content recommendation campaigns for a small e-commerce brand watching every dollar?
1 real search · 1 real-search pass
Outbrain alternatives small business native advertising self serve content discovery pricing 2026Google ↗
OBSERVEDComparison
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
Outbrain alternatives small business native advertising self serve content discovery pricing 2026 Google ↗
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