Real ChatGPT answer · index seedtt6nKxVy8WIcompleteHome services and improvement · HVACcomparison

Is a Goodman or a Lennox furnace and AC combo better for someone living in Michigan who needs reliable heat and low maintenance over the next fifteen years?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is a Goodman or a Lennox furnace and AC combo better for someone living in Michigan who needs reliable heat and low maintenance over the next fifteen years?
1 real search · 1 real-search pass
Goodman vs Lennox furnace air conditioner reliability warranty parts service cost 2026 Michigan cold climateGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
Goodman vs Lennox furnace air conditioner reliability warranty parts service cost 2026 Michigan cold climate Google ↗
  1. Gas Furnaces · 247171.fs1.hubspotusercontent-na1.net

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Goodman vs Lennox furnace air conditioner reliability warranty parts service cost 2026 Michigan cold climate
OBSERVED
Google ↗
AI Mode ↗
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