How does Upstart determine loan approval for someone with a low credit score who is the sole earner for a family of four?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Upstart determine loan approval for someone with a low credit score who is the sole earner for a family of four?
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
Upstart personal loan approval factors credit score income debt-to-income employment education official underwriting model Google ↗
Upstart borrower eligibility minimum credit score income debt-to-income official help center Google ↗
- How Upstart Works: AI Lending Beyond Credit Score · upstart.com
- upst-20251231 · sec.gov
- Upstart — AI-powered lending: how it works and what to expect · upstarthelp.upstart.com
- Upstart — What is (and isn’t) considered income for loan applications? · upstarthelp.upstart.com
- What is the minimum credit score for personal loans? · upstart.com
- upst-20241231 · sec.gov
- Upstart — Loan eligibility: how to determine if you qualify · upstarthelp.upstart.com
- Upstart · upstarthelp.upstart.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Upstart personal loan approval factors credit score income debt-to-income employment education official underwriting model OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Upstart borrower eligibility minimum credit score income debt-to-income official help center OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |