Projects


Case Studies

Blueprint for an AI-Driven Smart, Lean Digital Plant

Electric Two-Wheeler Automotive Assembly

Client Context

A technology-first electric two-wheeler mobility innovator building a high-end “gadget-on-wheels” ecosystem. The client differentiates itself through software-led design, advanced electronics, and a strong innovation-driven product philosophy.

Strategic Context & Challenge

As manufacturing scale and product complexity increased, the client faced a dual challenge: designing a future-ready greenfield electric vehicle and battery manufacturing facility, while modernizing existing brownfield plants to extract higher value from legacy investments. The ambition was to move beyond isolated automation to a fully integrated Industry 4.0 ecosystem.

Engagement Objective

To design an Industry 4.0 strategic blueprint enabling smart, lean, and scalable electric vehicle manufacturing across both greenfield and brownfield facilities, integrating AI, IoT, and digital twins while maintaining capital efficiency.

Transformation Framework
Greenfield Focus
  • Digital-first plant architecture
  • Integrated Industry 4.0 backbone
  • Smart assembly & battery manufacturing design
  • Built for scale, variants, and future EV platforms
Brownfield Focus
  • Transformation of traditional plants into smart sites
  • AI & IoT overlay on legacy systems
  • Maximizing ROI on existing assets
  • Replicable upgrade blueprint for similar facilities
Operating Model – From Automation to Autonomy
Stage Description
Visibility IoT-enabled sensorization delivering real-time visibility across assets, quality, and energy usage.
Predictability AI-driven analytics enabling predictive insights for quality, throughput, and maintenance.
Autonomy Self-optimizing systems supporting continuous improvement and minimal manual intervention.
Key Enablement Pillars
  • Industry 4.0 strategy and architecture design
  • Digital-first planning before technology purchase
  • Scalable digital platforms for future growth
  • Phased implementation roadmap to manage risk and capital
Value Delivered
  • Strategic clarity before capital commitment
  • Digital-first greenfield execution avoiding costly retrofits
  • High ROI on brownfield assets through intelligent overlays
  • Improved visibility, predictability, and operational control
  • Clear, phased roadmap ensuring execution discipline
Outcome Snapshot

The engagement delivered a future-ready manufacturing blueprint positioning manufacturing as a strategic advantage rather than a cost function. The client gained a scalable, sustainable, and technology-led production foundation aligned with its innovation-driven brand.