Smart Factory • AI Plant Operations

AI-Powered Work Allotment & Shop Floor Tracking

An intelligent manufacturing execution system developed for an automotive and industrial manufacturer operating in partnership with a Spain-based organization, featuring automated task dispatch and SAP synchronization.

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AI-Driven Operator Allocation
Real-Time SAP Work Order Sync
100% Shop-Floor Traceability
React + Python High-Performance Stack

Client Profile & Industrial Context

The client is a premier high-precision component manufacturing company established as an international joint venture in partnership with an industrial leader based in Spain. With strict European and Indian quality certifications, their shop-floor operations run 24/7 across multiple rotational shifts, handling complex multi-stage machining and assembly jobs.

AI Work Allotment and Shop Floor Execution Diagram
Figure 1: AI Work Allotment Architecture — from SAP Work Order Ingestion to AI Operator Matching and Shop Floor Kiosks.

The Production Challenge

Prior to implementing the AI Work Allotment solution:

  • Manual Shift Handover: Production supervisors spent 45–60 minutes per shift manually assigning work orders to hundreds of operators based on memory and paper rosters.
  • Skill & Machine Mismatch: Inexperienced operators were occasionally assigned to high-precision CNC machines, leading to part rejections and tool breakage.
  • Lack of Real-Time SAP Sync: Completed operations were batched and entered into SAP at the end of the day, resulting in delayed inventory valuation and inaccurate job progress data.
  • Unbalanced Workloads: Overloading certain workstations while leaving parallel machines idle due to a lack of live capacity visualization.

The Solution: AI Work Allotment Engine

KY Technologies designed and deployed an AI-Powered Work Allotment Application built with React, Python, PostgreSQL, and Power BI that seamlessly integrates with the client's SAP ERP:

AI-Recommended Allocation

Intelligent algorithm calculates optimal operator assignment matching employee skill matrices, past quality ratings, shift stamina, and machine workload.

Live SAP Synchronization

Automated bi-directional integration: pulls work orders instantly from SAP and pushes back completed cycle counts and scrap quantities in real time.

Shop-Floor Kiosk Interfaces

Touchscreen operator terminals allow workers to check in, review digital drawings, log cycle times, and flag machine maintenance calls.

Productivity & Efficiency Dashboards

Live Power BI analytics displaying Overall Equipment Effectiveness (OEE), labor utilization, downtime analysis, and planned vs. actual throughput.

Business Impact

Tangible Shop-Floor Gains:
  • Shift allocation time reduced from 50 minutes to under 3 minutes.
  • Shop-floor machine utilization increased by over 18%.
  • Scrap and machining errors reduced by 24% through enforced skill-matrix matching.
  • 100% real-time inventory visibility inside SAP ERP.
Project Facts

Client: Manufacturing Enterprise (Spain Partner)

Industry: Automotive & Precision Engineering

Frontend: React, Tailwind CSS, TypeScript

Backend: Python, FastAPI

Database: PostgreSQL

ERP Sync: SAP RFC / BAPI Connectors

BI Analytics: Microsoft Power BI

Services Provided:
  • Plant Workflow & Time-Study Assessment
  • AI Allocation Algorithm Modeling
  • SAP Integration Middleware Development
  • Kiosk Interface Deployment
  • Operational Support & Maintenance
Smart Manufacturing

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