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Collections Prioritization AI Workflow

AI prompt + workflow to rank accounts by risk-weighted recovery value daily.

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LS FINANCIAL MANAGEMENT GROUP

Collections Prioritization AI Workflow

AI prompt + workflow to rank accounts by risk-weighted recovery value daily

Order-to-Cash Operator Series

Authored by LS Financial Management Group

Overview

This workflow turns your daily AR aging into a ranked, AI-prioritised call list that maximises risk-weighted recovery value. Built for Sintra, ChatGPT, and Claude. Deploy in one afternoon, refine over two weeks, measure for life.

What you'll have at the end

A daily-run prompt that ingests your open AR and outputs a ranked call list.

A scoring rubric the team can defend to the Controller.

Dual-run validation steps so the team trusts the output.

Weekly KPIs to prove the lift.

1 — The Scoring Model

Risk-weighted recovery value = Balance × Probability of recovery × Urgency factor.

Component

Inputs

Weight

Balance

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