I need to fix my roof before winter and I am trying to figure out if LightStream home improvement loans are better than taking out a home equity line of credit.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to fix my roof before winter and I am trying to figure out if LightStream home improvement loans are better than taking out a home equity line of credit.
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
LightStream home improvement loan current APR rates terms fees 2026 official Google ↗
HELOC current average interest rates 2026 variable rate draw period closing costs CFPB Google ↗
- Home Improvement Financing · lightstream.com
- FAQ · lightstream.com
- What is the difference between a Home Equity Loan and a Home Equity Line of Credit (HELOC)? · consumerfinance.gov
- What fees can my lender charge if I take out a HELOC? · consumerfinance.gov
- Current HELOC Rates In October 2026 · bankrate.com
- LightStream 2026 Personal Loan Review · nerdwallet.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LightStream home improvement loan current APR rates terms fees 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
HELOC current average interest rates 2026 variable rate draw period closing costs CFPB OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |