Real ChatGPT answer · index seedqVuKbZH7hbMcompleteHome services and improvement · plumbingcommercial

What are the best consumer review websites to find trustworthy, licensed plumbers who specialize in quick bathroom repairs for young professionals?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best consumer review websites to find trustworthy, licensed plumbers who specialize in quick bathroom repairs for young professionals?
2 real searches · 1 real-search pass
best websites find licensed plumbers consumer reviews Angi Yelp Thumbtack HomeAdvisor Google reviews verification licensing plumbers NYCGoogle ↗
OBSERVED
NYC official verify licensed plumber master plumber license lookup Department of BuildingsGoogle ↗
OBSERVED

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
best websites find licensed plumbers consumer reviews Angi Yelp Thumbtack HomeAdvisor Google reviews verification licensing plumbers NYC Google ↗
NYC official verify licensed plumber master plumber license lookup Department of Buildings Google ↗
  1. Google Maps · maps.google.com
  2. Yelp · yelp.com
  3. Angi · angi.com
  4. Thumbtack · thumbtack.com
  5. BBB · bbb.org
  6. Nextdoor · nextdoor.com
  7. NYC Department of Buildings – License Search · nyc.gov
  8. NYC Licensed Plumbers Directory · nyc.gov
  9. NYC DCWP License Check · nyc.gov
  10. Licensing Frequently Asked Questions · nyc.gov
  11. Project Requirements - Skilled Trades - Plumbing · nyc.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best websites find licensed plumbers consumer reviews Angi Yelp Thumbtack HomeAdvisor Google reviews verification licensing plumbers NYC
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NYC official verify licensed plumber master plumber license lookup Department of Buildings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1