Which lender is better for a recent college grad trying to fund a small business startup, Upgrade or LightStream?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which lender is better for a recent college grad trying to fund a small business startup, Upgrade or LightStream?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Upgrade personal loans current APR loan amounts fees income requirements use of funds business startup 2026 Google ↗
LightStream personal loans current APR loan amounts fees income requirements business startup use of funds 2026 Google ↗
- Upgrade 2026 Personal Loan Review · nerdwallet.com
- Upgrade Personal Loans Review · bankrate.com
- NerdWallet Best-of-Awards 2026: Personal Loans · nerdwallet.com
- Unsecured Personal Loan for Good to Excellent Credit · truist.com
- Unsecured Personal Loan for Good to Excellent Credit · truist.com
- LightStream 2026 Personal Loan Review · nerdwallet.com
- SBA Microloan Program website · sba.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Upgrade personal loans current APR loan amounts fees income requirements use of funds business startup 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
LightStream personal loans current APR loan amounts fees income requirements business startup use of funds 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |