I want to compare LightStream home improvement loans with other lenders to see who offers the best rates for a forty thousand dollar project.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I want to compare LightStream home improvement loans with other lenders to see who offers the best rates for a forty thousand dollar project.
1 real search · 1 real-search pass
2026 home improvement personal loan rates LightStream SoFi Discover Upgrade Wells Fargo PenFed current APR origination feesGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
2026 home improvement personal loan rates LightStream SoFi Discover Upgrade Wells Fargo PenFed current APR origination fees Google ↗
- LightStream 2026 Personal Loan Review · nerdwallet.com
- LightStream vs. SoFi Personal Loans: Which One Is Right for You? · cnbc.com
- Best Personal Loans With No Origination Fee (2026) · compare.com
- Home Improvement Loans · penfed.org
- Home Improvement Personal Loans - No Collateral · upgrade.com