Catalog record · Lending & Credit
Stage as of Mar 17, 2025 · historical report, not live reconfirmation.
Affirm transaction-level ML 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
Affirm describes using ML transaction risk scores with credit-bureau, repayment and purchase data to determine loan terms at checkout.
- 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 live checkout decisioning. Status as of 2025-03-17.
Stage is as reported in the cited evidence. Current operating status has not been independently reconfirmed; the research date is an editorial review date.
Outcome claims have not been independently validated in this lane.
Source register
- Affirm’s underwriting approach and advantageinvestors.affirm.com · opens in a new tab
Affirm · issuer · full-text · Published 2025-03-17
Research lanes: fintech_lending · Batch global-discovery-2026-10-26. Coverage and remaining gaps