Real ChatGPT answer · index seeds2o6PcWOKtYcompleteMarketing and advertising · ad platformscommercial

Can Outbrain content recommendation costs be capped tightly enough to prevent unexpected overspending over a holiday weekend?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can Outbrain content recommendation costs be capped tightly enough to prevent unexpected overspending over a holiday weekend?
2 real searches · 1 real-search pass
Outbrain advertiser campaign budget daily cap lifetime budget spending limits pacing overdelivery documentationGoogle ↗
OBSERVEDInstruction
Outbrain campaign schedule pause end date budget cap holiday weekend overspend advertiser help centerGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

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
Outbrain advertiser campaign budget daily cap lifetime budget spending limits pacing overdelivery documentation Google ↗
Outbrain campaign schedule pause end date budget cap holiday weekend overspend advertiser help center Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Outbrain advertiser campaign budget daily cap lifetime budget spending limits pacing overdelivery documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Outbrain campaign schedule pause end date budget cap holiday weekend overspend advertiser help center
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1