Real ChatGPT answer · index seedVK6wvxJ5YAscompleteHome services and improvement · HVACcommercial

How much should I expect to pay for labor and materials when hiring a licensed contractor to replace an entire residential duct network?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much should I expect to pay for labor and materials when hiring a licensed contractor to replace an entire residential duct network?
2 real searches · 1 real-search pass
HVAC ductwork replacement cost 2026 Florida residential complete duct system installed pricingGoogle ↗
OBSERVEDComparison
2026 residential HVAC ductwork replacement cost Florida labor materials per square footGoogle ↗
OBSERVEDShort fact

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 fact50%Other / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / 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
HVAC ductwork replacement cost 2026 Florida residential complete duct system installed pricing Google ↗
2026 residential HVAC ductwork replacement cost Florida labor materials per square foot Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
HVAC ductwork replacement cost 2026 Florida residential complete duct system installed pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 residential HVAC ductwork replacement cost Florida labor materials per square foot
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1