Real ChatGPT answer · index seedUg7eoX9rj9ccompleteHome services and improvement · contractors and remodelinginformational
What should be included in a standard hvac replacement quote from a licensed HVAC contractor to avoid getting scammed on extra fees
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What should be included in a standard hvac replacement quote from a licensed HVAC contractor to avoid getting scammed on extra fees
2 real searches · 1 real-search pass
California CSLB HVAC replacement home improvement contract requirements permits HVAC contractor C-20 written contract change orders CaliforniaGoogle ↗
OBSERVEDConsequence
California HVAC replacement permit HERS verification requirements residential official energy commissionGoogle ↗
OBSERVEDInstruction
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
California CSLB HVAC replacement home improvement contract requirements permits HVAC contractor C-20 written contract change orders California Google ↗
California HVAC replacement permit HERS verification requirements residential official energy commission Google ↗
- California CSLB License Verification · cslb.ca.gov
- Home Energy Rating System Program - HERS · energy.ca.gov
- HVAC Upgrade Information For Consumers · cslb.ca.gov
- Learn About Home Improvement Contracts · cslb.ca.gov
- California Business and Professions Code section 7159 (2025) · california.public.law
- What should I look for in a contract and binding agreements? · www2.cslb.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
California CSLB HVAC replacement home improvement contract requirements permits HVAC contractor C-20 written contract change orders California OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
California HVAC replacement permit HERS verification requirements residential official energy commission OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |