Real ChatGPT answer · index seeduy5dZgYUaI0completeMarketing and advertising · AI search and generative engine optimizationinformational

How should we adjust our digital advertising spend across paid search and social channels to compensate for the traffic shifts caused by zero-click AI search results?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How should we adjust our digital advertising spend across paid search and social channels to compensate for the traffic shifts caused by zero-click AI search results?
3 real searches · 1 real-search pass
2026 zero-click AI search impact paid search advertising spend allocation AI Overviews advertisers researchGoogle ↗
OBSERVEDConsequence
Google AI Overviews click through rate organic traffic study 2025 2026 paid search implicationsGoogle ↗
OBSERVEDReason
paid social demand generation incrementality measurement budget allocation search social 2025 researchGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2026 zero-click AI search impact paid search advertising spend allocation AI Overviews advertisers research Google ↗
Google AI Overviews click through rate organic traffic study 2025 2026 paid search implications Google ↗
paid social demand generation incrementality measurement budget allocation search social 2025 research Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 zero-click AI search impact paid search advertising spend allocation AI Overviews advertisers research
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Google AI Overviews click through rate organic traffic study 2025 2026 paid search implications
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
paid social demand generation incrementality measurement budget allocation search social 2025 research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1