Real ChatGPT answer · index seedEUURSlzfIqkcompleteHome services and improvement · roofingcommercial

What online tools can I use to research a local roofing contractor and see photos of their past residential projects?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What online tools can I use to research a local roofing contractor and see photos of their past residential projects?
2 real searches · 1 real-search pass
best online tools verify roofing contractor reviews project photos Houzz Google Maps Angi BBB NRCA manufacturer contractor locatorGoogle ↗
OBSERVED
Vermont roofing contractor consumer verification license registration insurance complaints Burlington VTGoogle ↗
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 online tools verify roofing contractor reviews project photos Houzz Google Maps Angi BBB NRCA manufacturer contractor locator Google ↗
Vermont roofing contractor consumer verification license registration insurance complaints Burlington VT Google ↗
  1. Explore Houzz · houzz.com
  2. Search Google Maps · maps.google.com
  3. Explore Angi · angi.com
  4. Instagram · instagram.com
  5. Facebook · facebook.com
  6. Search BBB · bbb.org
  7. Search Yelp · yelp.com
  8. Explore Nextdoor · nextdoor.com
  9. GAF Contractor Locator · gaf.com
  10. Contractor Locator · owenscorning.com
  11. CertainTeed · certainteed.com
  12. Vermont Secretary of State · sos.vermont.gov
  13. Vermont Attorney General · ago.vermont.gov
  14. City of Burlington · burlingtonvt.gov
  15. Residential Contractors · sos.vermont.gov
  16. Homeowner Resources · sos.vermont.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best online tools verify roofing contractor reviews project photos Houzz Google Maps Angi BBB NRCA manufacturer contractor locator
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vermont roofing contractor consumer verification license registration insurance complaints Burlington VT
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1