Real ChatGPT answer · index seed24W19v8OwbEcompleteHome services and improvement · HVACinformational

How do I handle a dispute with an HVAC contractor who did substandard work on our office furnace replacement?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I handle a dispute with an HVAC contractor who did substandard work on our office furnace replacement?
2 real searches · 1 real-search pass
California Contractors State License Board file complaint defective HVAC contractor workmanship commercial project complaint processGoogle ↗
OBSERVEDReason
California commercial construction contract defective work notice contractor repair rights California CSLB HVAC permitsGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
California Contractors State License Board file complaint defective HVAC contractor workmanship commercial project complaint process Google ↗
California commercial construction contract defective work notice contractor repair rights California CSLB HVAC permits Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California Contractors State License Board file complaint defective HVAC contractor workmanship commercial project complaint process
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
California commercial construction contract defective work notice contractor repair rights California CSLB HVAC permits
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1