I need help finding certified HVAC contractors in Philadelphia who have specific experience maintaining and repairing variable refrigerant flow systems for multi-story professional offices.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need help finding certified HVAC contractors in Philadelphia who have specific experience maintaining and repairing variable refrigerant flow systems for multi-story professional offices.
1 real search · 1 real-search pass
Philadelphia commercial HVAC contractor VRF maintenance repair certified Daikin Mitsubishi multi-story office buildingsGoogle ↗
OBSERVEDComparison
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
Philadelphia commercial HVAC contractor VRF maintenance repair certified Daikin Mitsubishi multi-story office buildings Google ↗
- Pennergy Solutions · pennergysolutions.com
- VRF/VRV services · polarmechanicalservices.com
- Commercial VRF services · lumenhvac.com
- Commercial HVAC services · lightningmechanicalservice.com
- LL Mechanical Services · llmechanicalservices.com
- A&S Cooling · ascoolinginc.com