Stock is in the warehouse — but not where the system says
Teams lose time searching and may create duplicate replenishment or emergency movement.
Introducing RAMS AI Vision — Intelligent Warehouse Perception
Verify the complete warehouse physically, compare every supported SKU, pallet, batch, quantity and location against system records, investigate discrepancies and create an evidence-backed reconciliation file.
Count, identity, batch and quantity.
Rack, floor, staging and controlled zones.
Time, location, operator and supporting proof.
Recount, review and customer approval.
The gap
Receipts, moves, picks, returns and adjustments happen continuously. One missed scan or temporary location can create a mismatch that compounds across downstream decisions.
Teams lose time searching and may create duplicate replenishment or emergency movement.
Shortages and overages remain unexplained until picking, dispatch or financial closure.
Available, blocked, quarantine, returns and damaged stock can become mixed in reporting.
Spreadsheets show the final number but often lose who counted, where, when and what was rechecked.
Without movement history and location context, the same variance returns after adjustment.
Audit scope
The audit boundary, cut-off and stock states are agreed before counting begins.
How it works
The process protects cut-off integrity while creating evidence for every exception and approved closure.
Define scope, cut-off, movement rules and teams.
Lock the system baseline and location master.
Verify identity, quantity, batch, status and place.
Match the physical count to WMS or ERP records.
Recount and trace unexplained differences.
Issue reports and customer-controlled adjustment files.
Count controls
Inventory accuracy cannot be verified unless movements around the cut-off are controlled, recorded and reconciled.
Time-stamped baseline
Confirm the authoritative extract and transaction boundary.
Freeze or controlled movement log
Record all receipts, transfers, picks and dispatches during count.
Quantity-hidden verification where agreed
Reduce confirmation bias during physical counting.
Independent second verification
Recheck high-value, high-risk and discrepant records.
Location-by-location completion
Prevent omissions and duplicated coverage.
Segregated adjustment authority
RAMS reports; authorised customer roles approve system changes.
Variance classes
Every difference is classified so the right team can recount, investigate, correct or escalate it.
Exact match
Identity, quantity, status, batch and physical location agree with the baseline record.
Quantity shortage
Physical quantity is lower than the system quantity after controlled recount.
Quantity overage
Physical quantity exceeds the system record and requires source investigation.
Location mismatch
Correct stock is found in a different rack, floor zone or staging location.
System-only inventory
A record exists, but the corresponding physical stock cannot be verified.
Physical-only inventory
Stock is present but lacks a valid system record or ownership reference.
Batch / lot mismatch
Product matches, but batch, lot, expiry or inventory status differs.
Duplicate or identity conflict
The same identifier appears more than once or does not uniquely resolve.
Capture methods
RAMS can combine trained physical verification with supported identification and capture technology. The agreed method depends on labels, storage type, access and required confidence.
Verified physical count
Location-by-location inspection, identity check, quantity capture and recount using controlled teams.
Scan-based verification
Match item, pallet, batch or location identifiers against the authorised baseline.
Supported tag capture
Use existing or agreed RFID infrastructure where tag identity and read behaviour are validated.
Automated visual coverage
Capture supported rack or floor locations using an approved flight or mobile scanning plan.
Image-assisted recognition
Use supported computer-vision workflows to assist location, label or presence verification.
WMS / ERP comparison
Connect through an approved interface or controlled file extract with defined field mapping.
Technology assists verification; it does not remove the need for cut-off governance, exception review, recount or customer approval.
Deliverables
Outputs are structured for warehouse operations, finance, inventory control, internal audit and management review.
Sites, zones, stock states and controls.
Verified identity, quantity and location.
Baseline and captured fields side by side.
Shortage, overage, location and identity issues.
Time, location, operator and supporting proof.
Site, zone, class and stock-state views.
Controlled file for authorised customer review.
Process, data and location improvements.
From count difference to controlled action
The final report distinguishes confirmed variance from unresolved evidence gaps and shows what can be closed, monitored or investigated further.
Afterwards
The audit can stand alone. Where the customer wants ongoing visibility, RAMS Inventory Intelligence can connect the verified baseline to the Digital Twin, WMS data and supported movement sources.
Map inventory to physical locations
Rack, bay, level, floor zone and staging context.
Monitor accuracy, ageing and exceptions
Keep verified records visible after the audit.
Orchestrate correction and cycle-count work
Prioritise tasks using ABC class and exception risk.
Compare sites and cross-module causes
Connect inventory signals with MHE, tasks and facility context.
Questions
Every audit begins with a joint scope and cut-off plan so the result can be reconciled properly.
A complete freeze provides the cleanest cut-off, but some facilities must continue operating. In that case, all movements within the audit window require a controlled log and reconciliation procedure. The agreed method depends on operational constraints and risk.
Share your warehouse size, stock profile, system landscape and required audit window. RAMS will define the count, control and reconciliation plan.