Compare LightStream and Upgrade for a home improvement loan because I need to hire a contractor this afternoon and cannot wait days for approval.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare LightStream and Upgrade for a home improvement loan because I need to hire a contractor this afternoon and cannot wait days for approval.
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 same day funding cutoff 2026 rates application funding official Google ↗
Upgrade personal loan funding timing home improvement loan official rates 2026 Google ↗
- LightStream Stopped Accepting Loan Applications. Try These 6 Lenders Instead · cnbc.com
- Home Improvement Financing · lightstream.com
- FAQ · lightstream.com
- Personal Loans up to $50,000 | Check Your Rate · upgrade.com
- How long does it take to receive my money? · upgrade.com
- What is an origination fee? · upgrade.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LightStream home improvement loan same day funding cutoff 2026 rates application funding official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Upgrade personal loan funding timing home improvement loan official rates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |