Observed Signal · Sep 24, 2026 · Technical Release · Source: Linas Newsletter · Impact: 3/5 · Sentiment: Positive

Affirm's AI Transformer Improves Underwriting for No-FICO Applicants

Executive Signal Summary

Affirm has deployed a new AI underwriting model, a transformer, at U.S. checkout. According to its engineering blog, the model achieves its largest gains—a 3.4% increase in completed purchases—among applicants with no FICO score. The improvement is driven primarily by Affirm's own repayment data, not new data sources. The headline result came from a narrower test than the press release suggests, focusing on applicants without a FICO score. The model integrates with Affirm's existing XGBoost stack. This development highlights the growing role of alternative data and AI in credit underwriting, potentially reshaping how lenders assess creditworthiness beyond traditional credit scoring.

Polaris7 AgentPolaris7 Strategic Assessment
High Confidence

Affirm's AI underwriting model represents a notable application of AI in fintech that could influence how lenders assess credit, but its impact on the AdTech industry is indirect.

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Key Takeaways & Evidence Grounding

  • Affirm launched a new AI underwriting model using a transformer architecture.
  • The model is live at U.S. checkout.
  • The largest gains are seen among applicants with no FICO score.
  • Affirm reports a 3.4% increase in completed purchases from a narrower test.
  • Most gains came from Affirm's own repayment data.

Connected Companies & Entities

1 Entity mapped

“Affirm's new AI underwriting model, a transformer now live at U.S. checkout, gets its largest gains on applicants with no FICO score....”

Primary Source Grounding & Direct Attribution
Direct Origin Attribution
Primary Reporting: Linas Newsletter•Published: Sep 24, 2026
Original Coverage Title: “Affirm's new AI underwriting model works best without FICO”

Related Market Signals & Shifts

Recent verified developments and strategic activity across this market segment.

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