Real ChatGPT answer · index seed5XM1GQV8HLccompleteHome services and improvement · HVACcommercial

Need recommendations for top rated local technicians who specialize in winterizing an outdoor unit and servicing heat pumps.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Need recommendations for top rated local technicians who specialize in winterizing an outdoor unit and servicing heat pumps.
1 real search · 1 real-search pass
top rated heat pump service HVAC contractors Massapequa NY winterizing outdoor condenser reviewsGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
top rated heat pump service HVAC contractors Massapequa NY winterizing outdoor condenser reviews Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
top rated heat pump service HVAC contractors Massapequa NY winterizing outdoor condenser reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1