Real ChatGPT answer · index seedsMpvubyddfIcompleteMarketing and advertising · AI search and generative engine optimizationbrand

What are the biggest risks of shifting our content budget entirely from traditional SEO to generative engine optimization right now?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the biggest risks of shifting our content budget entirely from traditional SEO to generative engine optimization right now?
3 real searches · 1 real-search pass
2026 generative engine optimization GEO risks AI search citations traffic SEO zero click research platform changes measurementGoogle ↗
OBSERVEDConsequence
Google AI Overviews organic click-through traffic study 2025 2026 Pew research AI search referrals publishersGoogle ↗
OBSERVEDReason
OpenAI ChatGPT search publishers referral traffic citations documentation 2026Google ↗
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 (3)
Short factOther / navigational33%ComparisonConsequence33%Reason33%DefinitionInstructionYes / 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

ChatGPT3 real searches · gpt-6
2026 generative engine optimization GEO risks AI search citations traffic SEO zero click research platform changes measurement Google ↗
Google AI Overviews organic click-through traffic study 2025 2026 Pew research AI search referrals publishers Google ↗
OpenAI ChatGPT search publishers referral traffic citations documentation 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 generative engine optimization GEO risks AI search citations traffic SEO zero click research platform changes measurement
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Google AI Overviews organic click-through traffic study 2025 2026 Pew research AI search referrals publishers
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
OpenAI ChatGPT search publishers referral traffic citations documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1