Sales Order Proofing
par Argano LLC
Validates dealer POs against sales orders to prevent errors, protect margin, and improve OTIF
Sales Order Proofing is an AI-powered agent integrated into the D365 Finance & Supply Chain Management order lifecycle that automates the validation of external dealer purchase orders against internally generated sales orders. Leveraging LLM-driven reasoning, the agent evaluates structured order data against business rules to identify discrepancies in product configuration, pricing, quantities, and contractual terms prior to order confirmation.
Unlike traditional downstream review processes, this solution introduces proactive, upstream validation—reducing reliance on manual reconciliation and minimizing the risk of late-stage errors. The agent provides contextual explanations for flagged variances and enables faster resolution, ensuring that orders are accurate before entering fulfillment.
By embedding directly within the order creation workflow, Sales Order Proofing enhances operational efficiency, strengthens data integrity, and drives measurable improvements across fulfillment accuracy, cycle time, and financial outcomes.
Type of stakeholders that will Benefit
- Order Management & Customer Service Teams (responsible for order entry and validation)
- Supply Chain & Fulfillment Leaders (accountable for OTIF performance)
- Finance & Revenue Operations (focused on pricing accuracy and margin protection)
- Sales Operations / Dealer Channel Managers (managing distributor/dealer relationships)
Business Impact
- Eliminate manual reconciliation effort by automating line-by-line PO-to-SO validation
- Improve order accuracy by identifying pricing, configuration, and terms discrepancies early
- Protect margin by preventing mispricing and unintended discounts before execution
- Improve OTIF performance by reducing downstream corrections, shipping delays, and fulfillment disruptions
- Strengthen dealer confidence through more accurate and reliable order fulfillment