Catalog record · Lending & Credit
Stage as of Aug 17, 2026 · historical report, not live reconfirmation.
Upstart AI loan underwriting
Primary workflow source. A named organization's workflow supported by a reviewed primary source. Stage is reported separately; this label does not establish measured outcomes or independent validation.
Last researched Oct 26, 2026. Source access and reported stage are recorded below; deployment evidence does not establish ROI.
What the research supports
Upstart describes its live underwriting models estimating default likelihood using credit and additional borrower attributes, trained using repayment outcomes.
- Reported stage
- Production
- Technology
- Machine Learning
- Business function
- Middle Office
- Impact (legacy label)
- Not labeled
- Catalog date · unconfirmed
- Not reported
- Imported
- Oct 29, 2026
- Last researched
- Oct 26, 2026
Measures & evidence
No quantified measure recorded. This is a gap in the evidence, not a finding of no value.
Documented vendor relationships
No vendor relationship has been linked to this specific workflow in the curated overlay. This does not mean it was built without vendors.
See the company’s documented relationshipsDeployment evidence & limits
Issuer describes loans underwritten by its AI model. Status as of 2026-08-17.
Stage is as reported in the cited evidence. Current operating status has not been independently reconfirmed; the research date is an editorial review date.
Issuer comparisons of approvals and APRs do not establish fairness, suitability, or causal ROI.
Source register
- How Upstart Works: AI Lending Beyond Credit Scoreupstart.com · opens in a new tab
Upstart · issuer · full-text · Published 2026-08-17
Research lanes: fintech_lending · Batch global-discovery-2026-10-26. Coverage and remaining gaps