Real ChatGPT answer · index seedxXx4qTPU2o0completeBeauty and personal care · oral carelocal

Find me a top-rated periodontist in Houston who provides advanced preventive care consultations for high caries risk patients this week.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Find me a top-rated periodontist in Houston who provides advanced preventive care consultations for high caries risk patients this week.
3 real searches · 1 real-search pass
Houston TX periodontist high caries risk preventive care consultation appointments this week November 2026Google ↗
OBSERVEDConsequence
top-rated periodontistsGoogle ↗
OBSERVEDComparison
periodontist advanced preventive dental care high caries risk consultationGoogle ↗
OBSERVEDComparison

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 / navigationalComparison67%Consequence33%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Houston TX periodontist high caries risk preventive care consultation appointments this week November 2026 Google ↗
top-rated periodontists Google ↗
periodontist advanced preventive dental care high caries risk consultation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Houston TX periodontist high caries risk preventive care consultation appointments this week November 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
top-rated periodontists
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
periodontist advanced preventive dental care high caries risk consultation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1