Real ChatGPT answer · index seedXYyo2eWe8eAcompleteHome services and improvement · roofinglocal

How do I check if a roofing contractor quoting my commercial building in Lehi is a legitimate local business or a traveling storm chaser?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I check if a roofing contractor quoting my commercial building in Lehi is a legitimate local business or a traveling storm chaser?
3 real searches · 1 real-search pass
Utah DOPL contractor license lookup roofing contractor verify license Utah officialGoogle ↗
OBSERVEDShort fact
Utah Division of Consumer Protection storm chaser roofing contractor warning insurance assignment of benefits UtahGoogle ↗
OBSERVEDConsequence
Lehi Utah city business license contractor requirements roofing officialGoogle ↗
OBSERVEDInstruction

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 (3)
Short fact33%Other / navigationalComparisonConsequence33%ReasonDefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Utah DOPL contractor license lookup roofing contractor verify license Utah official Google ↗
Utah Division of Consumer Protection storm chaser roofing contractor warning insurance assignment of benefits Utah Google ↗
Lehi Utah city business license contractor requirements roofing official Google ↗
  1. Utah Division of Professional Licensing · dopl.utah.gov
  2. Utah Division of Corporations and Commercial Code · businessregistration.utah.gov
  3. Lehi City Business Licensing · lehi-ut.gov
  4. Contractor Fraud · insurance.utah.gov
  5. Roofing Scams? “Hail” yes! · insurance.utah.gov
  6. When Contractors Can’t Be Trusted · commerce.utah.gov
  7. Utah DOPL License Lookup · secure.utah.gov
  8. Utah Construction Business Registry · db.dopl.utah.gov
  9. Better Business Bureau · bbb.org
  10. DOPL Construction Business Registry · services.commerce.utah.gov
  11. Search · secure.utah.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Utah DOPL contractor license lookup roofing contractor verify license Utah official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Utah Division of Consumer Protection storm chaser roofing contractor warning insurance assignment of benefits Utah
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Lehi Utah city business license contractor requirements roofing official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1