Real ChatGPT answer · index seedjcx5xa7HwIIcompleteHome services and improvement · roofinginformational
We need to replace our leaking roof before winter and I am trying to figure out if financing through the roofing contractor or a home equity loan makes more financial sense
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to replace our leaking roof before winter and I am trying to figure out if financing through the roofing contractor or a home equity loan makes more financial sense
4 real searches · 1 real-search pass
2026 home equity loan average interest rates Texas HELOC home equity loan fees CFPB contractor financing deferred interest roofingGoogle ↗
OBSERVEDReason
IRS home equity loan interest deduction home improvement secured home 2026Google ↗
OBSERVEDReason
CFPB home equity loan risks fees variable rates contractor financing deferred interest promotional financing consumer adviceGoogle ↗
OBSERVEDConsequence
IRS home equity loan interest deduction substantially improve home secured debt roof replacement tax year 2026Google ↗
OBSERVEDConsequence
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 home equity loan average interest rates Texas HELOC home equity loan fees CFPB contractor financing deferred interest roofing Google ↗
IRS home equity loan interest deduction home improvement secured home 2026 Google ↗
CFPB home equity loan risks fees variable rates contractor financing deferred interest promotional financing consumer advice Google ↗
IRS home equity loan interest deduction substantially improve home secured debt roof replacement tax year 2026 Google ↗
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 home equity loan average interest rates Texas HELOC home equity loan fees CFPB contractor financing deferred interest roofing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS home equity loan interest deduction home improvement secured home 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CFPB home equity loan risks fees variable rates contractor financing deferred interest promotional financing consumer advice OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
IRS home equity loan interest deduction substantially improve home secured debt roof replacement tax year 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |