Real ChatGPT answer · index seedlvH4lflKAikcompleteTelecom and utilities · water and gas utilitiescommercial
Can you find the most up to date consumer reports on which gas furnace brands are the most reliable and efficient for residential homes?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you find the most up to date consumer reports on which gas furnace brands are the most reliable and efficient for residential homes?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Consumer Reports gas furnace brand reliability ratings latest survey 2025 2026 furnace brands reliability OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Consumer Reports furnace ratings gas furnace reliability owner satisfaction brands AFUE efficiency OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |