How can I find reliable estimates for a shingle roof replacement on a triplex without getting scammed?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I find reliable estimates for a shingle roof replacement on a triplex without getting scammed?
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
California CSLB roofing contractor homeowner tips verify license C-39 home improvement contract down payment roofing Google ↗
Los Angeles residential roof replacement permit requirements asphalt shingles triplex Google ↗
- CSLB License Check · cslb.ca.gov
- How do I find the right licensed contractor? · cslb.ca.gov
- Contractors | State of California - Department of Justice · oag.ca.gov
- A Roofng Contractor · www2.cslb.ca.gov
- Learn About Home Improvement Contracts · cslb.ca.gov
- 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 roofing contractor homeowner tips verify license C-39 home improvement contract down payment roofing OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Los Angeles residential roof replacement permit requirements asphalt shingles triplex OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |