In this episode, host Timothy Li (CEO, LendAPI) talks with Amr, founder and CEO of Neumetria, about why a three-digit credit score is a fundamentally broken way to represent a person's financial life — and why every dollar you earn deserves better context than "restaurant" or "travel."
Amr's path runs from capital markets at Bank of America to co-founding Marlin, a hedge fund prime brokerage that pioneered same-day performance reporting and multi-custodian account structures years before the 2008 financial crisis proved how valuable that flexibility could be. That same obsession with context — understanding the full picture behind a number — is what led him to build Neumetria, recently selected for the 2026 Mastercard Lighthouse accelerator.
What You'll Learn:
Why a credit score can drop when you pay off debt, and why that reveals a deeper flaw in how creditworthiness gets measured
How Neumetria builds a multi-dimensional "financial state" instead of a single score — covering income quality, obligations, discipline, and capacity
Why the same $50 restaurant charge can mean two completely different things depending on whether it's a weekly routine or a first-time splurge
How savings behavior and "spend compression" (how fast someone can cut discretionary spending in a hardship) reveal financial resilience that a bank statement alone can't show
Why Neumetria deliberately withholds a number when its confidence isn't high enough, rather than manufacturing one anyway
How this approach applies to agentic payments — giving AI agents a real sense of a user's spending capacity before they transact on someone's behalf
Why the AI Act and other emerging regulations make explainable, bias-aware financial modeling non-negotiable, not optional
About Neumetria
Neumetria builds a multi-dimensional "financial state" for consumers — going beyond a single credit score to model income quality, spending discipline, savings behavior, and capacity — so lenders can make more accurate, more human underwriting decisions. Founded by Amr, a former Bank of America capital markets executive and co-founder of hedge fund prime broker Marlin, Neumetria was selected for the 2026 Mastercard Lighthouse accelerator.
Learn more about Neumetria: https://www.lendapi.com/marketplace/neumetria
Explore the LendAPI Marketplace: https://www.lendapi.com/marketplace
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