Real ChatGPT answer · index seedalCyBk2D57McompleteHome services and improvement · HVACcomparison

Which mechanical duct cleaning methods actually remove stubborn microbial growth from flexible duct interiors without tearing the inner plastic liner?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which mechanical duct cleaning methods actually remove stubborn microbial growth from flexible duct interiors without tearing the inner plastic liner?
3 real searches · 1 real-search pass
NADCA ACR flexible duct cleaning methods soft brush air whip manufacturer instructions microbial growth flexible duct linerGoogle ↗
OBSERVEDInstruction
flexible air duct cleaning manufacturer instructions do not use rotary brush cleaning flexible ductGoogle ↗
OBSERVEDInstruction
EPA mold HVAC duct cleaning porous insulation flexible duct replace contaminatedGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason33%DefinitionInstruction67%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
NADCA ACR flexible duct cleaning methods soft brush air whip manufacturer instructions microbial growth flexible duct liner Google ↗
flexible air duct cleaning manufacturer instructions do not use rotary brush cleaning flexible duct Google ↗
EPA mold HVAC duct cleaning porous insulation flexible duct replace contaminated Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NADCA ACR flexible duct cleaning methods soft brush air whip manufacturer instructions microbial growth flexible duct liner
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
flexible air duct cleaning manufacturer instructions do not use rotary brush cleaning flexible duct
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
EPA mold HVAC duct cleaning porous insulation flexible duct replace contaminated
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1