I have two competing home repair contractor quotes on my kitchen remodel and one is thirty percent cheaper, so is the lower bid hiding substandard materials?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I have two competing home repair contractor quotes on my kitchen remodel and one is thirty percent cheaper, so is the lower bid hiding substandard materials?
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
kitchen remodeling contractor estimate compare materials allowances scope red flags consumer protection checklist Google ↗
FTC home improvement contractor estimates written contract materials warranties permits advice Google ↗
- How To Avoid a Home Improvement Scam · consumer.ftc.gov
- Consumer Guide: Hiring a Remodeling Contractor · nar.realtor
- Hiring a Contractor · fairfaxcounty.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
kitchen remodeling contractor estimate compare materials allowances scope red flags consumer protection checklist OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC home improvement contractor estimates written contract materials warranties permits advice OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |