---
title: "AI-Assisted Credit Decisioning \u0026 Automation"
description: "Cutting financing decision turnaround from days to hours with AI- and automation-assisted workflows — human-in-the-loop, within regulatory controls."
url: https://akemara.com/en/projects/ai-credit-decisioning/
lang: en
author: "Ahmed K Emara"
date: 2023-06-01
lastmod: 2023-06-01
section: projects
tags: ["AI","Automation","FinTech"]
---

# AI-Assisted Credit Decisioning & Automation

> Cutting financing decision turnaround from days to hours with AI- and automation-assisted workflows — human-in-the-loop, within regulatory controls.

**The problem.** Manual credit decisions took days — too slow to compete — but a
regulated lender can't simply hand approvals to a model.

**The approach.** I led AI- and automation-assisted credit decisioning that
streamlines financing workflows while keeping a human in the loop for final
approval, in line with regulatory expectations. The same automation push
extended across financing, investment, reconciliation, and back-office
operations.

**The impact.** Financing decision turnaround dropped from several days to a few
hours, with regulatory-grade human oversight preserved.