AI Inventory Data Reconciliation Agent

Automating Inventory Data Reconciliation with AI
Real-Time ERP–WMS Alignment
AI automation continuously compares inventory records across your ERP and WMS, detecting quantity, location, status, and valuation mismatches the moment they occur—not at month-end.
Intelligent Variance Detection and Classification
The system identifies root causes behind discrepancies—whether receiving errors, UOM mismatches, integration failures, or master data drift—and tags each variance for faster resolution.
Autonomous Exception Handling with Human Oversight
Within-tolerance variances are auto-resolved with proper reason codes and audit trails, while high-value or compliance-critical exceptions route to the right team with full evidence packs for approval.
How Cassidy automates inventory reconciliation using AI
Step 1: Trigger on inventory event or scheduled sync
The Workflow activates when your ERP or WMS posts a transaction—receipts, picks, transfers, adjustments—or runs on a scheduled cadence to capture baseline snapshots and backfills.
Step 2: Normalize and harmonize data
Cassidy pulls inventory records from both systems, normalizing SKUs, UOM conversions, lot/serial attributes, location hierarchies, and status mappings to create a unified view for comparison.
Step 3: Run reconciliation and detect variances
The Agent compares on-hand quantities, statuses, and valuations at the item/lot/location level, flagging mismatches and classifying them by type—quantity delta, status inconsistency, UOM mismatch, or cost variance.
Step 4: Classify root cause and recommend action
Cassidy analyzes transaction sequences, scan logs, and historical patterns to tag the likely root cause—receiving error, backflush timing, integration failure, or master data drift—and recommends the next-best action.
Step 5: Auto-resolve or escalate with Human-in-the-Loop
Within-tolerance variances are auto-posted with correct movement types and reason codes. Larger or regulated exceptions route to Inventory Control, Finance, or QA with side-by-side evidence and approval workflows.
Step 6: Generate audit trail and period-close reports
Cassidy logs every adjustment, approval, and message replay with full who/what/when traceability, and exports reconciliation reports tying ERP stock ledger to WMS on-hand and GL for period-end close.
Implement it inside your company
- Hands-on onboarding and support
- Self-paced training for your team
- Dedicated implementation experts
- Ongoing use case discovery
- ROI tracking & analytics dashboards
- Proven playbooks to get started fast


