Real ChatGPT answer · index seedDsttF6BIbAkcompleteMarketing and advertising · AI search and generative engine optimizationinformational

What are the biggest mistakes marketers make when they try to optimize for AI search engines for the very first time?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the biggest mistakes marketers make when they try to optimize for AI search engines for the very first time?
2 real searches · 1 real-search pass
AI search optimization common mistakes marketers generative engine optimization citations brand visibility research 2025 2026Google ↗
OBSERVEDReason
Google Search Central AI features guidance structured data content AI Overviews SEO fundamentalsGoogle ↗
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%ComparisonConsequenceReason50%DefinitionInstructionYes / 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
AI search optimization common mistakes marketers generative engine optimization citations brand visibility research 2025 2026 Google ↗
Google Search Central AI features guidance structured data content AI Overviews SEO fundamentals Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AI search optimization common mistakes marketers generative engine optimization citations brand visibility research 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central AI features guidance structured data content AI Overviews SEO fundamentals
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1