Case Studies

Capability Stories From the Plant Floor

Client identities are confidential; the engineering is real. Six deployments that show the range of what we build — from high-volume automotive MES and 21 CFR Part 11 regulated pharma systems to vessel management and distributed rural telemetry.

Wall of production dashboards inside a manufacturing plant
Automotive · pharma · marine · process industries
Automotive · EV Two-Wheeler Manufacturing

MES for EV Powertrain Assembly Lines

14-month rollout · 4 engineers

For a leading EV two-wheeler manufacturer, we delivered an end-to-end MES across gearbox and transmission assembly lines — from station PLC handshakes to the shift report in the plant head's inbox.

Challenge

High-volume powertrain assembly with strict traceability requirements: every gearbox and transmission unit needed a complete component history, pressing operations needed side-specific validation to prevent assembly errors, and management needed shift performance visibility without manual data collection.

Solution

  • Station-level serialized tracking across gearbox and transmission lines
  • Pressing operation validation — bearing and seal pressing with side-specific (LHS/RHS) logic interlocking the press
  • Andon dashboards on the floor and in supervision offices
  • Shift-based production reporting with OEE, TAKT, and SPR metrics
  • Automated shift-end email reports with tables and charts
  • Component genealogy linking sub-assembly lines to final assembly

Technologies

  • ICONICS Genesis64
  • Kepware OPC
  • SQL Server
  • SSRS
  • HTML email reporting

Outcomes

  • Complete unit-level genealogy available on demand for audits and field-quality investigations
  • Wrong-side pressing errors eliminated at the station by interlock, not by inspection
  • Shift performance reviews moved from manually compiled sheets to automated reports
  • Bottleneck stations identified from SPR data rather than intuition
Automotive · Commercial Vehicle Manufacturing

Quality Station & Digital Documentation

5-month implementation · 2 engineers

In a commercial vehicle manufacturing context, we built a quality station application that turned paper checkpoints into enforced digital workflow.

Challenge

In-process quality checks lived on paper: checkpoints could be skipped, records were hard to retrieve, and as-built documentation didn't reliably reflect what happened at the station. Quality data existed but couldn't be queried, trended, or audited efficiently.

Solution

  • Quality station application with guided checkpoint workflow
  • IPQC checkpoint tracking with enforced completion before release
  • Digital as-built documentation standards replacing paper records
  • Structured storage making every inspection queryable and trendable

Technologies

  • ICONICS Genesis64
  • SQL Server
  • SSRS

Outcomes

  • Checkpoints can no longer be skipped — completion is enforced by the system
  • Inspection history retrievable in seconds instead of searching paper archives
  • As-built documentation generated from actual station data
Dairy & Food · Distributed Infrastructure

Remote Monitoring for Dairy Collection Infrastructure

8-month build-out · 3 engineers

We architected a remote monitoring system for bulk milk coolers spread across distributed rural collection sites — telemetry, a centralized dashboard, and alerting designed for unreliable connectivity.

Challenge

Bulk milk coolers at dispersed rural sites had no central visibility: temperature excursions, power failures, and equipment faults were discovered only when product was already at risk. Site connectivity was intermittent and on-site technical staff minimal.

Solution

  • Sensor telemetry from each cooler — temperature, power state, equipment status
  • Centralized dashboard showing fleet health at a glance
  • Threshold-based alerting for excursions and outages
  • Infrastructure design tolerant of intermittent rural connectivity — buffering and store-and-forward

Technologies

  • Sensor telemetry
  • SCADA dashboarding
  • SQL Server
  • Alerting / notifications

Outcomes

  • Central operations team sees every site's status without phone calls
  • Temperature excursions raised as alerts while product can still be saved
  • Architecture scales site-by-site without redesign
Pharmaceutical & Biotech · Regulated Manufacturing

21 CFR Part 11 Compliance for Pharma & Vaccine Manufacturing

6-month implementation · 3 engineers

Across multiple deployments for leading Indian pharmaceutical and vaccine manufacturers, we implemented SCADA and reporting systems where compliance is enforced by the system itself — not by procedure documents.

Challenge

Paper-based and legacy systems couldn't meet data integrity (ALCOA+) expectations in regulated production. Audit trails, electronic signatures, and access control needed to be system-enforced — and demonstrable to auditors on demand.

Solution

  • User authentication and role-based access control across operator and supervisor functions
  • Electronic signatures on critical operations
  • Tamper-evident audit trails covering data changes and interventions
  • Validated reporting with controlled report templates

Technologies

  • ICONICS Genesis64
  • SQL Server
  • Audit-trail architecture
  • IQ/OQ documentation support

Outcomes

  • Audit-ready electronic records replacing paper logs
  • Reduced manual documentation effort at the line
  • Consistent compliance posture repeated across lines and sites
Marine & Defense · Vessel Systems

Vessel Management & Monitoring Systems

12-month program · 4 engineers

Marine deployments spanning commercial shipping fleets and defense vessels for Indian marine sector clients — centralized monitoring built for environments where connectivity is a luxury.

Challenge

Distributed onboard machinery and systems needed centralized monitoring, alarm handling, and operational visibility — in harsh conditions, with intermittent connectivity, and with crews who need clarity fast, not screens to interpret.

Solution

  • Integrated vessel management systems consolidating machinery status
  • Alarm and event management with clear prioritization
  • Operator HMI screens designed for maritime operations
  • Deployment practices hardened for offline and low-connectivity operation

Technologies

  • SCADA/HMI platform engineering
  • OPC connectivity
  • Ruggedized deployment

Outcomes

  • Centralized visibility of vessel systems from a single console
  • Structured alarm response instead of scattered local indicators
  • Reliable operation in offline and low-connectivity conditions
Energy & Sustainability · Automotive Components

Energy Management & Carbon Footprint Tracking

4-month implementation · 2 engineers

For a global automotive component manufacturer, we made energy consumption visible at the process level — and turned sustainability reporting from a manual exercise into an automated output.

Challenge

Plant-level energy consumption was invisible at the process level: no one could say which line or utility drove the bill. Sustainability reporting required manual data collection from meters and spreadsheets.

Solution

  • Energy monitoring capturing consumption per line and per utility
  • Dashboards for demand analysis and peak identification
  • Carbon footprint calculation aligned to sustainability goals
  • Automated reporting replacing manual collection

Technologies

  • ICONICS Genesis64
  • Energy meter integration via OPC
  • SQL Server analytics
  • Automated reporting

Outcomes

  • Process-level energy visibility for the first time
  • Data-backed reduction initiatives instead of estimates
  • Automated sustainability reporting on a fixed cadence
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