Introducing RAMS AI Vision — Intelligent Warehouse Perception

Inventory Reconciliation & Audit

Know what you have.Know where it actually is.

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.

Physical stock verified

Count, identity, batch and quantity.

Every item checked in place

Rack, floor, staging and controlled zones.

Every exception traceable

Time, location, operator and supporting proof.

Adjustments remain governed

Recount, review and customer approval.

The gap

The system says it exists.
The floor tells another story.

Receipts, moves, picks, returns and adjustments happen continuously. One missed scan or temporary location can create a mismatch that compounds across downstream decisions.

Stock is in the warehouse — but not where the system says

Teams lose time searching and may create duplicate replenishment or emergency movement.

System quantity differs from the physical count

Shortages and overages remain unexplained until picking, dispatch or financial closure.

Batch, lot or status is recorded incorrectly

Available, blocked, quarantine, returns and damaged stock can become mixed in reporting.

Manual count evidence is hard to verify

Spreadsheets show the final number but often lose who counted, where, when and what was rechecked.

The audit finds differences but not the cause

Without movement history and location context, the same variance returns after adjustment.

Audit scope

No blind zone.
No assumed location.

The audit boundary, cut-off and stock states are agreed before counting begins.

Racked inventoryRow, rack, bay and level verification for palletised or case stock.
Floor-stack areasDefined floor locations, blocks, lanes and bulk-storage quantities.
Inbound & receivingReceived, pending inspection, unposted and in-process receipts at cut-off.
Outbound & stagingPicked, packed, staged, dispatched and system-posting status.
Quality & quarantineBlocked, held, rejected or condition-controlled stock.
Returns & damaged stockCustomer returns, salvage, scrap and pending-disposition inventory.
WIP & line-side stockMaterial between warehouse and production where included in scope.
Unidentified inventoryPhysical stock without a valid label, record, owner or mapped location.

How it works

Count once.
Reconcile completely.

The process protects cut-off integrity while creating evidence for every exception and approved closure.

01

Plan & freeze

Define scope, cut-off, movement rules and teams.

02

Extract & map

Lock the system baseline and location master.

03

Count & capture

Verify identity, quantity, batch, status and place.

04

Compare

Match the physical count to WMS or ERP records.

05

Investigate

Recount and trace unexplained differences.

06

Approve & close

Issue reports and customer-controlled adjustment files.

Count controls

Protect the count from
Operational noise.

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

Know exactly
What does not match.

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

Use the right evidence
For the warehouse.

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

An evidence-backed
Reconciliation pack.

Outputs are structured for warehouse operations, finance, inventory control, internal audit and management review.

Audit scope & cut-off record

Sites, zones, stock states and controls.

Physical count register

Verified identity, quantity and location.

System comparison file

Baseline and captured fields side by side.

Variance classification

Shortage, overage, location and identity issues.

Recount & evidence trail

Time, location, operator and supporting proof.

Accuracy analysis

Site, zone, class and stock-state views.

Adjustment recommendation

Controlled file for authorised customer review.

Root-cause action register

Process, data and location improvements.

What it means

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

A point-in-time count
Can become an operating system.

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

What teams ask
Before the count.

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.

Every unexplained variance isA decision made on bad data.

Share your warehouse size, stock profile, system landscape and required audit window. RAMS will define the count, control and reconciliation plan.