Why do home inspectors spend so much time on HVAC system age verification and what happens if the unit is over fifteen years old
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do home inspectors spend so much time on HVAC system age verification and what happens if the unit is over fifteen years old
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
ChatGPT2 real searches · gpt-6
home inspection HVAC system age life expectancy 15 years inspector standards furnace air conditioner Google ↗
ENERGY STAR HVAC equipment lifespan air conditioner furnace replacement age inspection safety heat exchanger Google ↗
- Pre-Retrofit Assessment of Existing HVAC Systems · basc.pnnl.gov
- Air Conditioning · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
home inspection HVAC system age life expectancy 15 years inspector standards furnace air conditioner OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ENERGY STAR HVAC equipment lifespan air conditioner furnace replacement age inspection safety heat exchanger OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |