Real ChatGPT answer · index seedYj8h3wgj0bMcompleteHome services and improvement · HVACbrand

Is duct cleaning really necessary or is it just a scam that companies try to upsell you on?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is duct cleaning really necessary or is it just a scam that companies try to upsell you on?
1 real search · 1 real-search pass
EPA should you have the air ducts in your home cleaned when is duct cleaning necessary sourceGoogle ↗
OBSERVEDConsequence

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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
EPA should you have the air ducts in your home cleaned when is duct cleaning necessary source Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
EPA should you have the air ducts in your home cleaned when is duct cleaning necessary source
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1