Real ChatGPT answer · index seedrlSbz3vO7PccompleteHome services and improvement · contractors and remodelinghowto

what is the most efficient way to run ductwork for a central air conditioning installation in a ranch style home with a low pitch roof

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

The searches the AI actually ran for this prompt.

SEED QUERY
what is the most efficient way to run ductwork for a central air conditioning installation in a ranch style home with a low pitch roof
2 real searches · 1 real-search pass
ACCA Manual J Manual D residential duct design ducts conditioned space attic low pitch roof HVAC guidanceGoogle ↗
OBSERVEDInstruction
DOE ENERGY STAR ductwork attic sealing insulation ducts conditioned space residentialGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / 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
ACCA Manual J Manual D residential duct design ducts conditioned space attic low pitch roof HVAC guidance Google ↗
DOE ENERGY STAR ductwork attic sealing insulation ducts conditioned space residential Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ACCA Manual J Manual D residential duct design ducts conditioned space attic low pitch roof HVAC guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
DOE ENERGY STAR ductwork attic sealing insulation ducts conditioned space residential
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1