A new feature is sending more approved shoppers into manual review.
Consistent underwriting decisions pull against keeping a useful new signal available at checkout.
Who you’d be doing this for
“The store held my order while they checked it, and I had no idea why it changed.”
Funmilayo Coulibaly · Retail shopper
Uses Pay in 4 at checkout and was approved, then delayed by an unexpected manual review.
What is at stake
Manual overrides for thin-credit Pay in 4 applicants rose to 6.8% after a feature update. You have to weigh a fast guardrail against losing a signal that may be improving underwriting.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- checkout continuity vs underwriting consistency
- feature value vs approved model use
- review capacity vs fraud exposure
- fast containment vs documented evidence
Why Affirm
Interest-free plan approvals depend on real-time underwriting decisions that shoppers experience at checkout.
Written with these in mind
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This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.