How does the Upstart AI underwriting model actually evaluate self-employed applicants who want to borrow money for a small business startup?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Upstart AI underwriting model actually evaluate self-employed applicants who want to borrow money for a small business startup?
3 real searches · 1 real-search pass
Upstart AI lending model underwriting factors self-employed income verification officialGoogle ↗
OBSERVED
Upstart personal loans business startup use of funds prohibited business purposes self employed income documentationGoogle ↗
OBSERVED
Upstart model alternative data education employment credit history underwriting official investorGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
Upstart AI lending model underwriting factors self-employed income verification official Google ↗
Upstart personal loans business startup use of funds prohibited business purposes self employed income documentation Google ↗
Upstart model alternative data education employment credit history underwriting official investor Google ↗
- upst-20251231 · sec.gov
- How Upstart Works: AI Lending Beyond Credit Score · upstart.com
- Upstart — What is (and isn’t) considered income for loan applications? · upstarthelp.upstart.com
- Upstart — Documents needed to apply for a loan · upstarthelp.upstart.com
- Upstart · upstarthelp.upstart.com
- Using a Personal Loan to Start Your Business · upstart.com
- upst-20251231 · sec.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Upstart AI lending model underwriting factors self-employed income verification official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Upstart personal loans business startup use of funds prohibited business purposes self employed income documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Upstart model alternative data education employment credit history underwriting official investor OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |