Is a home improvement loan from LightStream better than taking out a traditional home equity line of credit
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a home improvement loan from LightStream better than taking out a traditional 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 ↗
average HELOC interest rates October 2026 current rates fees variable rate tax deduction home improvement IRS Google ↗
- Current HELOC Rates In October 2026 · bankrate.com
- NerdWallet Best-of-Awards 2026: Personal Loans · nerdwallet.com
- Home Improvement Financing · lightstream.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 | |
average HELOC interest rates October 2026 current rates fees variable rate tax deduction home improvement IRS OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |