Real ChatGPT answer · index seedHvN5xVdpYn8completeMarketing and advertising · ad platformscomparison

Are Outbrain content recommendation costs scaling well for small brands or is the traffic quality still too low compared to search engines?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are Outbrain content recommendation costs scaling well for small brands or is the traffic quality still too low compared to search engines?
3 real searches · 1 real-search pass
Outbrain advertising platform small advertisers traffic quality performance comparison Google Search 2026Google ↗
OBSERVEDComparison
Outbrain 2025 2026 advertiser performance traffic quality CPC small business native advertising conversion benchmarksGoogle ↗
OBSERVEDReason
Outbrain advertiser guide performance marketing conversion tracking traffic quality publisher optimization 2025Google ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason33%DefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Outbrain advertising platform small advertisers traffic quality performance comparison Google Search 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Outbrain 2025 2026 advertiser performance traffic quality CPC small business native advertising conversion benchmarks
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Outbrain advertiser guide performance marketing conversion tracking traffic quality publisher optimization 2025
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1