Real ChatGPT answer · index seedh70AU2Iy844completeHome services and improvement · contractors and remodelingcomparison

Compare the 2024 HVAC system replacement cost between Lennox and Goodman for a small commercial retail storefront.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the 2024 HVAC system replacement cost between Lennox and Goodman for a small commercial retail storefront.
3 real searches · 1 real-search pass
2024 commercial HVAC rooftop unit replacement cost small retail storefront Lennox Goodman installed costGoogle ↗
OBSERVEDOther / navigational
Lennox vs Goodman commercial HVAC cost rooftop package unit 2024 price comparisonGoogle ↗
OBSERVEDComparison
small commercial storefront HVAC replacement cost 3 ton 5 ton rooftop unit installation 2024Google ↗
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 / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
2024 commercial HVAC rooftop unit replacement cost small retail storefront Lennox Goodman installed cost Google ↗
Lennox vs Goodman commercial HVAC cost rooftop package unit 2024 price comparison Google ↗
small commercial storefront HVAC replacement cost 3 ton 5 ton rooftop unit installation 2024 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2024 commercial HVAC rooftop unit replacement cost small retail storefront Lennox Goodman installed cost
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Lennox vs Goodman commercial HVAC cost rooftop package unit 2024 price comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
small commercial storefront HVAC replacement cost 3 ton 5 ton rooftop unit installation 2024
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1