Is a Discover personal loan better than LightStream home improvement loans for funding a commercial kitchen upgrade?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a Discover personal loan better than LightStream home improvement loans for funding a commercial kitchen upgrade?
4 real searches · 1 real-search pass
Discover personal loan terms business expenses prohibited use loan agreement 2026Google ↗
OBSERVEDOther / navigational
LightStream home improvement loan terms commercial property business use prohibited 2026Google ↗
OBSERVEDComparison
Discover personal loan APR loan amounts fees officialGoogle ↗
OBSERVEDOther / navigational
LightStream home improvement loan APR amounts fees officialGoogle ↗
OBSERVEDOther / navigational
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
Discover personal loan terms business expenses prohibited use loan agreement 2026 Google ↗
LightStream home improvement loan terms commercial property business use prohibited 2026 Google ↗
Discover personal loan APR loan amounts fees official Google ↗
LightStream home improvement loan APR amounts fees official Google ↗
- Personal Loan FAQs · discover.com
- Discover 2026 Personal Loan Review · nerdwallet.com
- Home Improvement Financing · lightstream.com
- FAQ · lightstream.com
- Online Personal Loans from $2,500 to $40,000 · discover.com
- 7(a) loans · sba.gov
- 504 loans · sba.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Discover personal loan terms business expenses prohibited use loan agreement 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LightStream home improvement loan terms commercial property business use prohibited 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Discover personal loan APR loan amounts fees official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LightStream home improvement loan APR amounts fees official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |