Real ChatGPT answer · index seedMziL83Tn1LgcompleteTelecom and utilities · energy efficiencycommercial
Find me the best rated local contractors for heat pump maintenance who offer spring discounts for budget conscious homeowners
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Find me the best rated local contractors for heat pump maintenance who offer spring discounts for budget conscious homeowners
1 real search · 1 real-search pass
Dallas TX heat pump maintenance contractors spring tune-up discounts coupons 2026Google ↗
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
Dallas TX heat pump maintenance contractors spring tune-up discounts coupons 2026 Google ↗
- Heat Pump Maintenance Dallas · temperatureprodallas.com
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- Exclusive Coupons : Moss Heating, Cooling & Plumbing in Dallas, TX · askmoss.com
- Cool Club: Preventive Maintenance · kandsac.com
- K&S Heating and Air Reviews: What 574 Customers Said · dfwprofessionals.com
- View Timco offers · timcoghl.com