How can I tell if an HVAC contractor is trying to rip me off with a massive repair bill or if my furnace really is dead
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I tell if an HVAC contractor is trying to rip me off with a massive repair bill or if my furnace really is dead
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 2 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
furnace common failures heat exchanger cracked replacement criteria repair cost diagnostic signs HVAC contractor consumer advice Google ↗
HVAC contractor second opinion furnace replacement estimate red flags consumer protection Google ↗
- Cracked Heat Exchanger: What It Means · trane.com
- How to Handle Furnace Heat Exchanger Cracks · ferguson.com
- What to Do If Your Furnace Has a Cracked Heat Exchanger · lennox.com
- Keep Your Cool 2025-02.ai · myfloridalegal.com
- VIDEO: AG Moody Releases Scams at a Glance: Keep Your Cool · myfloridalegal.com
- CHOOSING A CONTRACTOR · myfloridacfo.com
- Florida DBPR license lookup · myfloridalicense.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
furnace common failures heat exchanger cracked replacement criteria repair cost diagnostic signs HVAC contractor consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
HVAC contractor second opinion furnace replacement estimate red flags consumer protection OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |