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Qubithm — Full Platform

Warehouse & Intralogistics
Intelligence & Integration Platform

A unified ERP-based intelligence and integration layer connecting every warehouse process, department, employee, machine, software system, and hardware device into one intelligent ecosystem — powered by AI, LLMs, and real-time data.

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Receiving
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Put Away
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Storage
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Picking
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Packing
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Shipping
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Returns
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Operational Stages
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Integration Layers
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Hardware Systems
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Software Integrations
The Challenge

Why Warehouses Struggle with Disconnected Systems

Today's warehouses operate across multiple disconnected software systems, manual processes, and siloed hardware — limiting intelligence, visibility, and operational efficiency.

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Disconnected Systems
WMS, ERP, TMS, hardware, and IoT operate independently — creating data silos, duplication, and missed insights across every warehouse process.
🧠
Manual Decision-Making
Critical operational decisions rely on human experience and intuition rather than real-time data, leading to inefficiency and inconsistent outcomes.
👁
Limited Real-Time Visibility
No single view of inventory, employees, equipment, orders, and shipments means reactive management instead of proactive, data-driven control.
📦
Inventory Inaccuracies
ERP records rarely reflect the actual warehouse floor — leading to stock discrepancies, missed orders, overstock, and costly write-offs.
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High Labour Dependency
Operations scale with headcount rather than intelligence — increasing costs, slowing throughput, and amplifying workforce volatility impact.
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Reactive Intelligence
Problems are identified after they occur — not predicted and prevented. Demand forecasting, inventory health, and capacity planning remain backward-looking.
Platform Architecture

Four Integrated Layers, One Unified Ecosystem

The platform sits above existing warehouse systems as a centralized intelligence and integration layer — connecting them into one AI-powered ecosystem without replacing any existing investments.

4
Software Integration Layer
Enterprise Software Ecosystem
Integrates with all major warehouse enterprise software — WMS, ERP, TMS, OMS, CRM, MES, YMS, LMS, CMMS, and more — consolidating data into a single unified intelligence stream without replacing any existing system.
WMSERPTMSOMSCRMMESYMSLMSCMMS
3
AI & Intelligence Layer
Internal LLM + External AI Engine
An internally trained Large Language Model continuously generates predictions, recommendations, alerts, and operational insights from warehouse data. Augmented by ChatGPT, Gemini, and market intelligence APIs for external business context.
Internal LLMChatGPT APIGeminiDemand AIRoute AIForecast AI
2
ERP Central Platform
Core Operational System
The central ERP manages all warehouse transactions, users, departments, inventory records, purchase orders, sales orders, storage locations, employee activities, assets, and operational workflows — synchronized in real time.
TransactionsInventoryOrdersUsersTasksReportsAnalytics
1
Hardware Integration Layer
Physical Warehouse Devices
Connects with RFID readers, barcode scanners, AI vision cameras, weighing machines, conveyor systems, AGVs, forklifts, warehouse robots, GPS devices, and environmental sensors. Manual confirmation always available as fallback.
RFIDVision AIAGVConveyorsRobotsGPSSensors
External Intelligence
ChatGPT · Gemini · Market APIs
AI & Intelligence Engine
Predictions · Recommendations · Alerts
ERP Central Platform
Transactions · Inventory · Workflows
Hardware Integration
RFID · AGVs · Vision · Sensors
Human Oversight
All AI outputs require human approval before execution
Operational Workflow

7 Warehouse Operational Stages

From receiving goods to managing returns — every stage is connected, tracked, and AI-optimized in real time across the ERP, digital warehouse model, and connected hardware.

01
Receiving
02
Put Away
03
Storage
04
Picking
05
Packing
06
Shipping
07
Returns
Stage 01 · Inbound
Receiving
The first operational stage — accepting goods from suppliers, verifying deliveries against Purchase Orders, inspecting product quality with AI vision cameras, labelling with RFID and barcodes, and forwarding to Put Away. Every discrepancy generates an exception report before inventory is accepted.
⚡ AI Intelligence
Detects recurring supplier quality issues · Predicts supplier performance patterns · Identifies abnormal delivery anomalies · Recommends inventory replenishment triggers · Enriches decisions with external market demand data
Key Activities
  • Unload and verify goods against Purchase Orders
  • AI-assisted quantity, quality & damage inspection
  • Auto-generate RFID labels and barcode tags
  • Record supplier, shipment, and exception details
  • Forward accepted inventory to Put Away queue
Hardware Integration
  • AI Vision Cameras — verification & damage detection
  • RFID Printers & Readers · Barcode Scanners
  • Automated Weighing & Quality Inspection Devices
  • Handheld Terminals · Warehouse Workstations
ERP Data Captured
  • PO Number · Supplier · SKU · RFID · Barcode
  • Qty Ordered / Received / Damaged / Accepted / Rejected
  • Receiving Employee · Timestamp · AI Recommendations
  • Exception Reports · Approval Status
Stage 02 · Movement
Put Away
Moving received goods from the receiving area to their optimal storage location. AI determines the best storage position using product weight, size, demand frequency, expiry dates, and current warehouse utilization — then automatically assigns tasks to the most suitable employee, vehicle, or robot based on GPS location and workload.
⚡ AI Intelligence
Recommends optimal Block / Level / Row / Column · Calculates shortest warehouse route · Assigns employee or vehicle by GPS and workload · Considers FEFO, demand frequency, product weight, and fragility · Estimates task completion time
Storage Strategy (AI-driven)
  • Heavy products → lower storage levels
  • Frequent orders → closer to shipping zone
  • Perishable goods → prioritized for FEFO access
  • Slow-moving → positioned deeper in warehouse
Hardware Integration
  • Forklifts · AGVs · Warehouse Robots
  • Conveyor Systems · Automated Storage (ASRS)
  • GPS Vehicles · RFID Readers · Handheld Devices
  • Dimension & Weighing Measurement Systems
ERP Data Captured
  • Storage Block · Level · Row · Column
  • Assigned Employee · Vehicle · Robot · Route
  • AI Storage, Route & Employee Recommendations
  • Start Time · Completion Time · Task Status
Stage 03 · Inventory
Storage
Maintaining products in their designated locations until customer orders arrive. Unlike traditional systems, the AI continuously monitors inventory health, warehouse utilization, demand velocity, and expiry — proactively recommending actions before problems escalate to overstock, dead stock, or expiry losses.
⚡ AI Intelligence
Categorizes inventory as Fast / Slow / Dead / Near-Expiry / Overstock / Understock · Recommends purchase, sell, relocate, return to vendor, or dispose · Continuously monitors warehouse utilization at block, rack, and bin level
Storage Methods
  • Pallet Storage — bulk inventory on rack systems
  • Bin Storage — high-frequency small/medium products
  • Bulk Storage — oversized or unpalletized inventory
  • ASRS — Automated Storage & Retrieval Systems
Inventory Health Monitoring
  • Fast / Slow / Dead Stock continuous tracking
  • Overstock and Understock alerts
  • Near-Expiry and Expired product identification
  • FEFO prioritization for perishable goods
ERP Data Captured
  • Storage position · Quantity · Expiry · Shelf life
  • Current / Available / Reserved / Blocked inventory
  • AI Purchase, Selling & Disposal Recommendations
  • Hardware + Manual Confirmation · Last movement timestamp
Stage 04 · Retrieval
Picking
Retrieving products from storage in response to customer orders through the shortest possible route. AI selects the optimal picking method, assigns the most suitable employee based on GPS location, zone, and current workload, then displays the calculated route on their handheld device in real time.
⚡ AI Intelligence
Selects optimal picking method per order profile · Calculates shortest warehouse route · Assigns by GPS location, zone & workload · Intelligently combines multiple orders in batch/wave mode to minimize total travel distance
Picking Methods Supported
  • Piece Picking — single order, individual retrieval
  • Batch Picking — multiple orders per warehouse trip
  • Wave Picking — dispatch-scheduled order grouping
  • Zone Picking — employees assigned to specific zones
Hardware Integration
  • RFID Readers & Barcode Scanners — error elimination
  • Handheld Devices — route guidance & task confirmation
  • GPS Devices · Smart Wearables (future)
  • Warehouse Robots & AGVs for automated retrieval
ERP Data Captured
  • Picking Order · Customer Order · Product · Qty
  • Picking Method · Employee · Vehicle / Robot · Route
  • AI Route & Employee Recommendations · Est. Completion
  • Start / End Time · Hardware + Manual Confirmation
Stage 05 · Packing
Packing
Preparing picked products for safe shipment using the right packaging. AI recommends optimal box dimensions, cushioning materials, tape quantity, and packaging method based on product weight, fragility, and dimensions. The platform also manages packaging material inventory to prevent operational interruptions.
⚡ AI Intelligence
Recommends optimal box size, cushioning & materials · Estimates packaging cost · Flags specialized requirements for fragile / hazardous items · Monitors packing material stock and triggers reorder recommendations
Key Activities
  • Verify picked products against customer order
  • AI vision pre-pack inspection — identity, qty, damage
  • AI-recommended box size and packaging materials
  • Auto-generate shipping labels, invoices, packing slips
  • Package material inventory management and reorder
Hardware Integration
  • AI Vision Cameras — pre-pack verification
  • Digital Weighing Machines · Dimension Measurement
  • RFID Readers & Barcode Scanners
  • Label Printers & Industrial Printers
ERP Data Captured
  • Packing Order · Customer Order · Product Details
  • Packaging Material & Quantity Used · Box Dimensions
  • Shipping Label · Invoice · Packing Slip Numbers
  • AI Packaging & Material Recommendations
Stage 06 · Dispatch
Shipping
The final outbound operation — verifying, sorting, and dispatching packages through the most efficient carrier and route. AI groups shipments by destination, delivery priority, and carrier performance history, then recommends the best loading sequence, vehicle, and route to minimize transportation cost while maximizing delivery performance.
⚡ AI Intelligence
Recommends best carrier, vehicle & loading sequence · Estimates transportation costs · Analyses historical carrier performance · Groups shipments for consolidation efficiency · Tracks dispatch status in real time
Key Activities
  • Scan and verify all packages before loading
  • AI-based carrier, vehicle & route assignment
  • Shipment sorting by destination and priority
  • Optimal loading sequence generation
  • Dispatch confirmation and customer notification
  • Inventory transferred to Goods in Transit
Software Integration
  • TMS — Transportation planning and route optimization
  • OMS — Customer order status synchronization
  • CRM — Shipment notification to customers
  • Carrier APIs · Delivery Tracking Platforms
ERP Data Captured
  • Shipment Number · Carrier · Vehicle · Driver
  • Route · Dispatch Time · Expected Delivery Time
  • AI Carrier, Route & Cost Recommendations
  • Tracking Number · Shipment Status
Stage 07 · Reverse Logistics
Returns Management
Handling customer returns efficiently through AI-assisted inspection and intelligent disposition routing. Products approved for resale re-enter the standard warehouse workflow seamlessly. AI identifies recurring return patterns to reduce future return rates and improve overall warehouse quality.
⚡ AI Intelligence
Recommends repair, resale, vendor return, or disposal per product · Identifies frequently returned products and root causes · Detects supplier quality issues via return patterns · Reduces future return rates through operational insights
Disposition Workflows
  • Approved for Resale → re-enters standard warehouse flow
  • Requires Repair → maintenance and refurbishment
  • Vendor Return → supplier return process initiated
  • Disposal → recorded per company policy with full audit
Hardware Integration
  • AI Vision Cameras — damage & authenticity inspection
  • RFID Readers & Barcode Scanners
  • Quality Inspection Devices
  • Digital Weighing Machines & Handheld Devices
ERP Data Captured
  • Return Number · Customer · Original Order · Product
  • Return Reason · Inspection Result · Damage Status
  • Replacement / Refund / Repair / Disposal Status
  • AI Recommendation · Full Audit Trail
AI Intelligence Engine

8 Domains of Warehouse Intelligence

The AI engine operates as a centralized intelligence layer — continuously analysing data from every warehouse module and generating predictions, recommendations, alerts, and operational insights.

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Demand Forecasting
Combines historical warehouse data with external market intelligence — seasonal trends, festivals, consumer behaviour — to predict future product demand and maintain optimal inventory levels.
Historical SalesSeasonalMarket AI
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Inventory Intelligence
Continuously categorizes inventory as fast/slow/dead/near-expiry and recommends purchase, relocation, promotion, vendor return, or disposal actions to minimize losses and maximize profitability.
Dead StockFEFOReplenishment
🗺
Space Optimization
Analyses warehouse utilization at block, rack, and bin level — recommending inventory rearrangement, consolidation, and capacity improvements that increase throughput without physical expansion.
Block UtilizationDensityRelocation
🛣
Route Optimization
Calculates the most efficient movement paths for employees, forklifts, AGVs, conveyors, and robots — considering warehouse congestion, equipment availability, and real-time product locations.
Shortest PathAGV RoutingDynamic
👷
Employee Productivity
Evaluates tasks completed, completion times, picking accuracy, idle time, and route efficiency — recommending workload redistribution, training needs, and workforce planning improvements.
Workload BalancePerformancePlanning
⚙️
Equipment Intelligence
Monitors forklifts, AGVs, conveyors, robots, and handheld devices — tracking utilization, health, and operating hours to recommend preventive maintenance before equipment failures disrupt operations.
Predictive MaintenanceUptimeHealth
💡
Business Intelligence
Analyses revenue trends, procurement patterns, product profitability, supplier performance, and operating costs — providing strategic insights that improve warehouse profitability and reduce expenditure.
RevenueSupplierCost Reduction
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AI Recommendation Framework
All AI outputs include a confidence score, business impact estimate, and supporting rationale. Every recommendation requires human approval before execution — AI assists, humans decide and control.
Human OversightConfidence ScoreAudit
Integration Ecosystem

Hardware & Software Integration Layer

The platform integrates with existing investments — not replaces them. All major warehouse hardware and enterprise software connect into one unified operational ecosystem.

Hardware Systems
Enterprise Software (22+ Systems)
📡
Product Identification
RFID Readers & Printers · Barcode Scanners · QR Code Scanners · NFC Readers
👁
AI Vision Systems
Damage Detection · Quantity Verification · Dimension Measurement · Product Classification · Packaging Verification
⚖️
Measuring Devices
Digital Weighing Machines · Dimension Measurement · Volume Measurement Systems
🤖
Automation Equipment
Conveyor Systems · AGVs · AMRs · Robotic Picking · Automated Pallet & Bin Storage · ASRS
🌡
Environmental Sensors
Temperature · Humidity · Smoke · Fire · Water Leakage · Energy Monitoring Devices
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Employee Devices
Smart Handheld Terminals · Mobile Devices · Smart Wearables · Industrial Workstations
🚛
Vehicle Tracking
GPS Forklifts · AGV Indoor Positioning · Delivery Vehicle Tracking · Fleet Systems
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Industrial Control
PLC Systems · SCADA Controllers · Conveyor Control · Sorting Machine Control · Dock Management
SystemPrimary PurposeTypical Users
WMS — Warehouse Management SystemInventory, receiving, put-away, picking, packing, shippingWarehouse Operations
ERP — Enterprise Resource PlanningPurchasing, finance, accounting, procurement, inventory valuationManagement, Finance
TMS — Transportation Management SystemShipment planning, route optimization, carrier managementLogistics Team
OMS — Order Management SystemOrder processing from e-commerce, retail, distributorsSales & Customer Service
CRM — Customer Relationship ManagementCustomer records, quotations, contractsSales Team
MES — Manufacturing Execution SystemProduction tracking for manufacturing warehousesFactory Operations
YMS — Yard Management SystemTruck scheduling, dock appointments, yard movementsDispatch Team
LMS — Labor Management SystemEmployee productivity and workforce planningHR & Operations
CMMS — Asset ManagementMaintenance of forklifts, conveyors, robots, equipmentMaintenance Team
Fleet Management SystemGPS tracking and fleet monitoringTransport Team
QMS — Quality Management SystemProduct inspection, quality assurance, complianceQuality Assurance
RFID Management SystemRFID tag generation and trackingInventory Team
IoT Device PlatformMonitoring temperature, humidity, vibration, sensorsOperations Team
SCADA / PLC SoftwareControl of conveyors, ASRS, sorters, roboticsAutomation Engineers
CCTV / Video Management SystemSurveillance and security monitoringSecurity Team
Building Management SystemHVAC, lighting, power, fire systemsFacility Management
Access Control SystemEmployee access and visitor managementSecurity Team
HRMS — HR Management SystemAttendance, payroll, leave, employee recordsHuman Resources
Accounting SoftwareFinancial accounting, taxation, reportingFinance
Business Intelligence PlatformDashboards, KPIs, analyticsManagement
Document Management SystemPurchase orders, invoices, shipping documentsAdministration
Third-Party APIsChatGPT, Gemini, Market Intelligence, Shipping Carriers, WeatherPlatform-wide
Platform Capabilities

Everything Your Warehouse Needs in One Platform

Beyond the 7 operational stages — the platform provides the infrastructure, tools, and intelligence that modern warehouse management requires.

01
🏭
Digital Warehouse Representation
An interactive 3D graphical model of the warehouse updated in real time as products move. Every storage position includes block, level, row, column, occupancy, RFID, and employee data — always synchronized with the physical warehouse.
Real-time product position tracking
Digital mapping of routes, bays & conveyors
Warehouse route visualization for employees
Synchronized with ERP and hardware
02
📡
Product Tracking & RFID
Complete product traceability from receiving to dispatch. Every product has a unique digital identity through RFID and barcode — with every movement timestamped, recorded, and reflected in the graphical warehouse model.
Full lifecycle traceability per product
RFID-based lost product detection
Batch, lot, expiry & SKU tracking
Auto-updated graphical product position
03
📱
Asset & Device Management
Centralized registry of every warehouse device — forklifts, AGVs, scanners, printers, sensors, and handheld terminals — with operational status, assignment tracking, maintenance history, and remote management capabilities.
Device tracking and assignment management
Lost/stolen device remote lock & recovery
Preventive maintenance scheduling
Battery status, hours & failure history
04
✅
Task Management Engine
Every warehouse activity is managed through a unified task engine. Tasks are assigned to employees, robots, AGVs, or conveyor systems with full status tracking — from Assigned through In Progress to Completed or Escalated.
Assigned · In Progress · Completed · Escalated
AI-driven or manual task assignment
Real-time monitoring on admin dashboard
Task history and performance analytics
05
👥
Multi-Role User Management
Role-based access for every warehouse department — administrators, managers, receiving teams, pickers, packers, maintenance staff — each with a tailored interface optimized for their device and responsibilities.
12+ distinct user roles supported
Department-specific dashboards and tasks
Handheld device and desktop interfaces
Permission-controlled AI access
06
🔔
Notifications & Alert Management
A centralized notification engine that continuously informs users about tasks, inventory events, equipment failures, AI recommendations, and operational exceptions — delivered across web, mobile, handheld, and email channels.
Critical · High · Medium · Low priorities
Web, mobile, handheld & email delivery
Overstock, expiry, equipment & integration alerts
AI recommendation approval notifications
Reporting & Analytics

6 Operational Dashboards, One Control Centre

Rather than monitoring data across multiple disconnected applications, administrators and managers see the complete warehouse from a single unified interface.

📊
Executive Dashboard
Total inventory value · Warehouse utilization · Orders received / processed / shipped · Daily throughput · AI recommendations pending approval · Critical alerts
⚙️
Operational Dashboard
Receiving / Put Away / Picking / Packing / Shipping status · Pending and delayed tasks · Employee workload · Vehicle and robot availability · Device health
📦
Inventory Dashboard
Available / Reserved / Damaged stock · Fast and slow movers · Dead stock · Near-expiry products · Overstock and understock alerts · AI inventory recommendations
🏭
Warehouse Utilization Dashboard
Block / rack / bin utilization · Empty and occupied positions · Warehouse density map · Available and reserved capacity · Graphical warehouse representation
👷
Employee Dashboard
Assigned / completed / pending tasks · Average completion time · Productivity metrics · GPS location (where available) · Assigned zone · AI performance recommendations
🤖
AI Intelligence Dashboard
Demand predictions · Inventory forecasts · Purchase / sell / dispose recommendations · Route and employee optimization · Maintenance alerts · Business intelligence insights
Business Case

The Value of a Unified Intelligence Platform

By connecting people, processes, hardware, software, and AI into one ecosystem, the platform delivers measurable improvements across every dimension of warehouse performance.

⚙️
Operational Benefits
  • Reduced manual effort across all warehouse stages
  • Improved inventory accuracy through real-time sync
  • Faster operations with AI route and task guidance
  • Reduced picking and shipping errors
  • Better warehouse space utilization
  • Faster product tracking with RFID
  • Improved employee productivity
  • Reduced warehouse congestion
  • Optimized task allocation across all resources
💼
Business Benefits
  • Reduced operational expenditure
  • Improved warehouse profitability
  • Better purchasing and inventory planning decisions
  • Improved customer satisfaction and retention
  • Reduced product returns
  • Improved supplier evaluation and performance
  • Better demand and revenue forecasting
  • Increased warehouse throughput
  • Lower inventory carrying and transportation costs
🔬
Technology Benefits
  • Unified ERP platform — single source of truth
  • Centralized AI intelligence layer above all systems
  • Hardware integration without device replacement
  • Software integration preserving existing investments
  • Real-time warehouse visibility across all operations
  • Scalable and extensible architecture
  • API-first integration framework
  • Foundation for future warehouse automation
Not a Replacement. An Intelligence Layer.
The platform integrates with existing WMS, ERP, TMS, OMS, hardware, and IoT investments — extending them with a unified AI intelligence layer that connects people, processes, machines, and data into one smarter warehouse ecosystem.
⚡ Enterprise Platform

Ready to Build a
Smarter Warehouse?

Connect every stage of your warehouse — from Receiving to Returns — with one intelligent, integrated platform powered by AI, real-time data, and unified hardware and software connectivity.

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