Real ChatGPT answer · index seedxs1BumMWVeYcompleteHome services and improvement · roofingcommercial
I have three competing quotes for a new roof, how can I tell if the contractor is lowballing the estimate and going to hit me with hidden fees?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I have three competing quotes for a new roof, how can I tell if the contractor is lowballing the estimate and going to hit me with hidden fees?
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
Georgia roofing contractor written estimate contract requirements permits roof replacement consumer protection Macon Georgia Google ↗
Georgia Secretary of State residential contractor roofing license requirements Georgia roofing contractor Google ↗
- How do I know if a roofer is reputable or not? | Consumer Ed, brought to you by the Georgia Attorney General’s Consumer Protection Division · consumered.georgia.gov
- Home Repairs and Improvements | Georgia Attorney General's Consumer Protection Division · consumer.georgia.gov
- Georgia Roofing Contractors Association (GARCA) · garca.org
- Storms and Fraud | Georgia Attorney General's Consumer Protection Division · consumer.georgia.gov
- Choosing & Working with a Contractor | Consumer Ed, brought to you by the Georgia Attorney General’s Consumer Protection Division · consumered.georgia.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Georgia roofing contractor written estimate contract requirements permits roof replacement consumer protection Macon Georgia OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Georgia Secretary of State residential contractor roofing license requirements Georgia roofing contractor OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |