Real ChatGPT answer · index seedx2BLxW600fwcompleteHome services and improvement · contractors and remodelingbrand
Can you compare the reputation of Houzz versus Yelp for finding trustworthy general contractors in a medium-sized suburban town?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the reputation of Houzz versus Yelp for finding trustworthy general contractors in a medium-sized suburban town?
1 real search · 1 real-search pass
Houzz reviews contractor profiles homeowner project photos verification Yelp contractor reviews recommendation reliability platform differencesGoogle ↗
OBSERVEDReason
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
Houzz reviews contractor profiles homeowner project photos verification Yelp contractor reviews recommendation reliability platform differences Google ↗
- Pros Shown on Houzz · pro.houzz.com
- The Best Alternatives to Thumbtack for Finding Local Contractors · blockrenovation.com
- The 6 Best Review Sites for Home Contractors in 2026 · homepridebath.com
- How To Avoid a Home Improvement Scam · consumer.ftc.gov
- How can I find and work with contractors to rebuild after a disaster? · consumerfinance.gov