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Executive Summary

Sahaj Software developed a bespoke, unified and connected Manufacturing Execution  System (MES) for an industry-leading automotive manufacturer to replace costly and  restrictive off-the-shelf products and standardize geographically spread operations.  This highly configurable platform, which manages production planning, assembly, and quality assurance in real-time, solved the client’s challenges related to customization,  integration, and lack of standardization across multiple plants.  

Key Outcomes

Beyond cost savings, the platform provides complete vehicle traceability for regulatory  compliance, optimizes production sequencing, and ensures consistent quality and  efficiency through standardized workflows across all assembly lines. 

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The Business Context

Our client is an industry-leading automotive manufacturing company in Asia that manufactures  approximately one million vehicles each year. They have manufacturing and assembly lines that  are geographically spread across multiple plants in the region. Additionally, each plant is used  to manufacture different vehicle models and its variants.  

Historically, they used off-the-shelf MES (Manufacturing Execution System) products, however,  over time, the cost and effort involved in enhancing and maintaining these products has  ballooned.  

Moreover, these software products are tightly coupled with deployment, which means: 

  • A lot of time and effort is needed to set up production lines. 

  • Customization needs are unique to each plant, which adds to overall complexity.

  • Unique needs to make integrating with other systems tricky. 

These issues were exacerbated by the lack of enforcement of systems standardization across  their plants. 

The client collaborated with Sahaj Software to build a bespoke solution: a unified platform  which is easy to integrate, highly configurable, scalable and helps standardize the operations  across multiple plants. 

The following were the key expectations from the new platform: 

  • A configurable system that would support the unique needs of each plant.

  • Allow for standardized operations flow across multiple plants 

  • Support for asynchronous business operations to ensure the production line doesn’t stop

  • Provide for real-time-manufacturing-operation tracking and data collection to make  informed decisions in a timely manner 

  • Seamlessly integrate with other existing systems to provide holistic insights

  • Scale as the business scales 

  • Enable quick time-to-market with lower setup cost, and a simple configuration setup for  deployment onto the new lines 

The Business Challenge

Understanding the complex production planning and execution across various plants was  difficult. The existing off-the-shelf systems were restrictive, inconsistent, and often varied  from one plant to another, making updates risky and expensive. 

System and Standardization Issues

  • Existing MES products were standard and difficult to customize for specific needs. 

  • Different plants used different software, leading to inconsistent processes across the region. 

  • Operational disruption and high training costs made iterative improvements difficult to implement. 

Manufacturing Complexity 

  • The system needed to support multiple vehicle models on a single assembly line.

  • It had to handle unique requirements for in-house parts like engines, axles, and chassis.

  • Managing outsourced parts with varying barcode patterns was a challenge during quality checks. 

  • Designing a “vehicle-build recipe” (Bill of Materials) required balancing complex assembly operations and custom sequencing. 

Technical and Architecture Requirements

  • Integration was difficult because the old system lacked event-driven communication capabilities. 

  • The architecture had to support hybrid deployment, splitting services between the cloud and on-premise infrastructure. 

  • Maintaining production line uptime required extreme system resilience and change management with zero downtime. 

The Solution

The team at Sahaj developed an enterprise-wide platform that standardizes, manages, and  optimizes manufacturing operations across multiple plants. The platform ensures consistent  production quality, provides real-time visibility into operations, and boosts overall efficiency. 

How the Platform Works 

  • Architecture: Built on a microservices architecture, allowing different services to be  developed and deployed independently. 

  • Communication: Utilizes Kafka (an event streaming platform) for smooth, asynchronous communication between microservices, which also generates real-time operational  metrics. 

  • Standardization & Scaling: The system supports multiple plants through flexible configurations. New production lines can be set up quickly by updating master data, and the system is designed to scale with each plant’s operations. 

  • Access & Maintenance: The platform supports role-based access control. Sahaj also  managed the setup of infrastructure, configuration of tools, and daily maintenance tasks.

  • Performance & Cost: A data archival strategy routinely moves live data to long-term  storage to keep the system performant while managing infrastructure costs. 

Below is a high-level functional architecture diagram of the Manufacturing Execution  Platform:

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System Functionality at a Glance

Production order planning and sequencing 

  • Centralized order planning ensures consistent workflows across plants 

  • Generates optimized production plans using load-level algorithms and configured  constraints like workforce, material availability, production line capacity, etc.

  • Vehicle-level planning drives the production and procurement plans for parts like  engines, axles, frames, cabs, etc. 

Production assembly of vehicles and parts 

  • Support for a full spectrum of production operations from start (drop) to dispatch  (finished goods are ready for sale). 

  • Integration with the system of records to book new inventory (finished goods) and  deduct part consumption for the inventory. 

  • Other notable operations include serial-number generation, embossing, part validations against bill of material, tracking of material consumptions at each station, and providing work instructions to operators. 

  • Visual Inspection and defect management to ensure quality gate standards. 

Quality management 

  • Quality data is archived in data-lake storage for further analysis. 

  • Support for barcode scanning, error-proofing, part genealogy check, etc. ensuring  each vehicle meets stringent quality standards. 

Real-time data collection and traceability 

  • Automated data collection throughout the production operation. 

  • Enables real-time visibility of work-in-progress (WIP) and sequencing of parts on the  line, thereby enabling vehicle traceability from order start to dispatch. 

  • Ensures complete auditing and traceability for regulatory compliance.

The Impact

Since the rollout of the new unified platform in a few plants across the country, there have been  some significant changes observed across the manufacturing and assembly operations. Some of  the highlights include: 

  • On average, the overall manufacturing of vehicles increased by 10%.

  • Reduced the chassis take-out instances, increased the plan vs actual adherence through the visibility of critical parts availability before order start. 

  • Production line setup time reduced from 2-3 months on an average to 2-3 weeks, which  had a considerable impact on setup costs. 

  • Reduced the maintenance cost, direct savings on proprietary product licenses.

  • Because of the infrastructure automation and horizontal scaling capabilities the system  support cost is reduced by 30%. 

  • Provided unified real time reports and analytics that has improved the operations visibility  and efficiency. 

  • There have been several noticeable improvements in the overall supply-chain flow and  part procurement processes, driven by better quality and accuracy in production planning