Real ChatGPT answer · index seedOffP7Lun5FAcompleteHome services and improvement · contractors and remodelingbrand
Is it true that most general contractors found on Yelp have fake reviews or can I actually trust their high ratings?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it true that most general contractors found on Yelp have fake reviews or can I actually trust their high ratings?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Yelp fake reviews contractor reviews trustworthiness review recommendation software suspicious reviews policy 2025 2026 Google ↗
Ohio general contractor license requirements home improvement contractor Cleveland Ohio verify contractor registration insurance complaints Google ↗
- Yelp - Yelp Releases 2025 Trust & Safety Report · yelp-press.com
- Does Yelp recommend more positive or negative reviews? | Support Center · yelp-support.com
- Consumer Tips Home Improvement · ohioattorneygeneral.gov
- Verifying Licensed Contractors · com.ohio.gov
- Contractor Permits · clevelandohio.gov
- Home Building, Rehab, and DIY Permits · clevelandohio.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Yelp fake reviews contractor reviews trustworthiness review recommendation software suspicious reviews policy 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Ohio general contractor license requirements home improvement contractor Cleveland Ohio verify contractor registration insurance complaints OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |