Real ChatGPT answer · index seedvrNMfyMuKiAcompleteMarketing and advertising · AI search and generative engine optimizationhowto

We are a small local business trying to figure out if paying an agency two grand a month for AI search optimization is actually worth it.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are a small local business trying to figure out if paying an agency two grand a month for AI search optimization is actually worth it.
3 real searches · 1 real-search pass
2026 AI search optimization local businesses GEO AEO measurable results Google AI Overviews local SEO agency claimsGoogle ↗
OBSERVEDReason
Google Search Central AI features website guidance AI Overviews SEO no special optimizationGoogle ↗
OBSERVEDOther / navigational
2025 study AI search traffic referral conversions local businesses ChatGPT searchGoogle ↗
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 / navigational33%ComparisonConsequenceReason67%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 AI search optimization local businesses GEO AEO measurable results Google AI Overviews local SEO agency claims Google ↗
Google Search Central AI features website guidance AI Overviews SEO no special optimization Google ↗
2025 study AI search traffic referral conversions local businesses ChatGPT search Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 AI search optimization local businesses GEO AEO measurable results Google AI Overviews local SEO agency claims
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central AI features website guidance AI Overviews SEO no special optimization
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2025 study AI search traffic referral conversions local businesses ChatGPT search
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1