I am a twenty something looking to invest in real estate. How do I find trustworthy general contractors who wont overcharge a beginner?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am a twenty something looking to invest in real estate. How do I find trustworthy general contractors who wont overcharge a beginner?
1 real search · 1 real-search pass
New Jersey home improvement contractor registration verify license insurance consumer protection hiring contractor Newark NJGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
New Jersey home improvement contractor registration verify license insurance consumer protection hiring contractor Newark NJ Google ↗
- New Jersey Division of Consumer Affairs verification system · newjersey.mylicense.com
- Pages · njconsumeraffairs.gov
- Avoiding Fraud Tip Sheet · nj.gov
- National Consumer Protection Week, Day 4: · njoag.gov