Coca-Cola Bottlers
AI-Powered Value Creation For The Office Of The CFO

AI-Powered Value Creation

for the Office of the CFO

Amy Neely

Amy Neely

SVP Finance

Bryan Hamlin

Bryan Hamlin

Director Finance

$33.4M Recovered $33.4 Million Recovered

34 Days Resolution vs
vs 90 Days CPG Avg

AI Agents
Portal & Email Claim Download
70 FTEs Saved
Validity Predictor Deductions Validity Predictor
98% Recovery of Invalids
AI Agents

$33.4 Million

Invalid Deductions Recovered

98% Recovery Of Invalid Deductions
  • 1.2Mn+ Claims Auto-Aggregated By Portal & Email Claim Download Agent
  • 650,000 Claims Auto Aggregated By Email Claim Download Agent
AI Agents

70 FTEs Saved

45,000+ Hours Unlocked

34 Days Resolution vs 90 Days CPG Avg
  • 92% Accuracy Of Spotting Invalid Deductions With Validity Predictor
  • 86% Claims Linked With Backups By Deductions Backup Linking Agent

Problem Statement

Coca-Cola Bottlers' Sales & Services (CCBSS) faced a mounting deductions challenge: 1.8 million claims a year scattered across 40+ retailer portals such as Walmart, Kroger, Amazon, Supervalu, etc and multiple email inboxes. 60% of deductions by volume were low-dollar claims under $250, the type most CPG companies write off. Manual aggregation, document chasing, and coding consumed thousands of hours.

"The real challenge with deductions isn't complexity, it's volume. We were handling over a million claims a year, most under $250, and it just wasn't sustainable. The breakthrough was letting go of the fact that analysts had to touch every claim. Once AI agents handled the repetitive work, downloading documents, linking backup, scoring validity, we stopped chasing deductions and started resolving them at scale. We now recover $33.4 million annually and got our team focused on the exceptions that actually move the needle."

— Amy Neely, SVP, Finance & Payroll Operations, Coca-Cola Bottlers' Sales & Services

Executive Summary

  1. 1.3Mn+ Claims Auto-Aggregated: Portal Claim Download & Email Claim Capture Agents pulled claims from 40+ retailer portals like Walmart, Kroger, Target, Amazon & email inboxes, eliminating manual logins & downloads, creating a single, ready-to-work queue.
  2. 1.2Mn+ Deductions Auto-Analyzed: Deductions Validity Predictor analyzed each claim using historical outcomes, reason codes, & supporting backup patterns to predict validity with 92% accuracy, auto-filtering invalid deductions & prioritizing only recoverable dollars for analysts to act on.
  3. 98% Recovery of Invalid Deductions: Net Recovery Rate for CPG companies increases significantly when deductions are approved or denied within 30-35 days. AI Agents helped improve deductions resolution time 34 days vs 90-day CPG avg.
  4. 70 FTEs Saved: End-to-end automation across claim intake, validation, and coding reduced manual effort and saved OPEX cost.

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Amy Neely, SVP Finance at Coca-Cola Bottlers, highlights $13M in invalid deductions recovered annually with HighRadius

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