Key Takeaways for Accelerated AP Profit Recovery and Preventive Audits
- Traditional audits deliver value, but accelerating the timeline provides even more benefits.
- AI-powered automation classifies and routes millions of supplier emails by issue type, turning unstructured data (like promotions tables) into actionable audit insights.
- Starting audits 35-120 days post-transaction means cash recoveries can still impact this year’s results.
- Preventive audits drove a 15% increase in projected savings at Waitrose—by catching errors before they become disputes.
Traditional recovery audits are proven drivers of cash recovery, root cause analysis, and long-term savings. In a recent PRGXplore Live session, “Accelerate Cash Recovery and Error Prevention in Retail with AI,” Brad Royer, Senior Vice President of Global Retail Operations at PRGX, shared how retailers are compressing audit timelines—and unlocking additional value in the process.
Why Timing Matters: Four Benefits of Compressing Accounts Payable Audit Timelines
- Root cause analysis is easier when issues are fresh—systems haven’t changed and the right people are still at the desk.
- Supplier relationships stay stronger when deductions are current and context is clear.
- Cash flow becomes more predictable with steady, rolling recoveries that can impact this year’s results.
- Errors get caught sooner—before systemic issues in pricing, promotions, or contracts compound.
How AI Accelerates Discovery Without Adding Headcount
Retailers managing hundreds of suppliers and thousands of promotional events generate millions of emails containing critical contract details and pricing agreements. Manually reviewing this volume? Nearly impossible.
Purpose-built AI models now classify emails by issue type, automatically routing scan-related problems to different specialists than pricing disputes or movement discrepancies. These systems extract structured data from attachments, including Excel spreadsheets and PDFs, populating databases that can be cross-referenced against payment records and promotional calendars.
“We’re receiving millions and millions of emails every month,” Royer explained. “There’s no possible way that our teams can actually physically go through and read all those. By teaching our AI model to identify which emails are relevant…it significantly reduces the amount of effort and time.”
This automation doesn’t replace audit expertise—it eliminates the time auditors previously spent on data gathering, allowing them to focus on analysis, supplier communication, and root cause identification.
The Accelerated Accounts Payable Recovery Audit Model in Practice
Several large retailers have shifted from annual audit cycles to rolling reviews that begin 35 to 120 days post-transaction. This requires internal process changes, particularly establishing firm deadlines for accounting reconciliations. But once those disciplines are in place, the benefits compound quickly.
Case Study: Large Grocery Retailer
A retailer that previously conducted all recovery audits within 24 months after fiscal year-end moved to a rolling review starting 35 days post-transaction. Results included 75-80% of recoveries delivered within the current fiscal year and reduced vendor abrasion.
“We got feedback from suppliers saying although they don’t like the deductions, they’re thrilled that it’s more current,” Royer shared. “The people are still around on their side, the merchants are still around… so we can come to resolution much more quickly.”
Watch Brad break down how one large retailer compressed audit timelines and moved 75-80% of recoveries into the current fiscal year.
Case Study: North American Retailer
Another major retailer implementing a similar timeline shift started audits 120 days post-transaction and realized 90% of recoveries within the current fiscal year while reducing vendor abrasion. The shift to rolling reviews also created more even cash flow distribution. Rather than receiving large recovery batches once or twice annually, finance teams see steady, predictable returns that are easier to forecast and manage.
Moving Beyond AP Recovery Audits to Preventive Audits
Some error types lend themselves to identification before transactions occur or payments process. By applying the same analytical approach earlier in the timeline, retailers can prevent errors rather than recovering from them after the fact.
“We take our post-audit process expertise and technology and move it pre-transaction,” Royer explained. “Instead of issuing a claim and pursuing payment from suppliers, the error gets corrected and everybody continues on with their daily lives.”
Preventive audits focus on high-volume claim types where early intervention delivers clear value:
- Product inclusion verification: A yogurt promotion might be negotiated for existing SKUs, but a new flavor launches between contract signing and performance. Preventive monitoring catches the missing item before the promotion runs.
- Performance timing mismatches: When merchants or suppliers shift promotional windows at the last minute, contract updates don’t always follow. Continuous monitoring identifies these discrepancies before billing occurs.
- Rate accuracy confirmation: Rebate contracts occasionally contain data entry errors where per-unit allowances should be per-case, or vice versa. Identifying these before payment eliminates recovery action entirely.
Waitrose: 40-50% of Recoveries Moved Upstream, Removing Later Disputes
John Lewis Partnership wanted to know how they could increase collection of negotiated funding. PRGX implemented a monitoring process that shifted certain recovery activities upstream, catching errors before payments processed. The results exceeded expectations: a 15% increase in projected recoveries, with nearly half requiring no deduction at all.
The approach also improved compliance with UK GSCOP (Groceries Supply Code of Practice) requirements around supplier notification timelines—a critical consideration for UK grocery retailers.
Keith Rosser from John Lewis Partnership noted the transformation:
“…This has improved in-year profitability, accelerated cash flow, and eliminated both the delays and ambiguity previously faced with certain retrospective recoveries. Our commercial teams quickly embraced the concept and the timeliness of the new process, such that Waitrose plans to continue to build on this upstream capability to drive profitability even further.”
Hear how Waitrose shifted from traditional recovery auditing to a preventive model—and more about what Keith Rosser from John Lewis Partnership had to say about the results:
Implementation Considerations for Accelerated AP Profit Recovery Audits
Moving from traditional audit cycles to accelerated approaches works best with a few organizational alignments:
- Internal timelines: Working together to establish deadlines for reconciliation completion ensures audit work can begin on schedule—while giving accounting and finance teams the time they need.
- Data delivery cadence: Accelerated audits work best with at least monthly data delivery. Many retailers provide weekly or even daily feeds, often automated.
- Cross-functional collaboration: Merchandising, finance, and audit teams stay engaged through regular feedback and reporting—keeping the process running smoothly.
Organizations undergoing system conversions or ERP migrations find particular value in accelerated audits. Rather than waiting months to discover migration errors, early detection allows course correction while implementation teams remain engaged. In one case, PRGX identified a calculation error in a client’s new system—feedback that would have taken over a year to surface under traditional timelines. The client addressed the issue within a couple of months.
Ready to Accelerate Your Cash Recovery?
Watch the full webinar to hear Brad Royer’s complete insights on AI-driven audit acceleration and prevention. Or speak with an expert about how PRGX can help compress your audit timelines and recover cash faster.
