Real ChatGPT answer · index seedUijcUcV3yzgcompleteHome services and improvement · HVAClocal

My husband and I are trying to compare quotes from two different Lennox dealers in Noblesville Indiana for a new high efficiency furnace. How do we know which quote is actually fair for a family of four?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My husband and I are trying to compare quotes from two different Lennox dealers in Noblesville Indiana for a new high efficiency furnace. How do we know which quote is actually fair for a family of four?
2 real searches · 1 real-search pass
2026 Lennox furnace installed cost Indianapolis Noblesville Indiana 96% AFUE two stage furnaceGoogle ↗
OBSERVEDReason
ENERGY STAR furnace sizing Manual J load calculation contractor furnace replacement AFUE installation checklistGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%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
2026 Lennox furnace installed cost Indianapolis Noblesville Indiana 96% AFUE two stage furnace Google ↗
ENERGY STAR furnace sizing Manual J load calculation contractor furnace replacement AFUE installation checklist Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Lennox furnace installed cost Indianapolis Noblesville Indiana 96% AFUE two stage furnace
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ENERGY STAR furnace sizing Manual J load calculation contractor furnace replacement AFUE installation checklist
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1