Offerings

End‑to‑End Services for Smart Manufacturing

Built on our AI Center of Excellence, we bring consulting, product engineering and managed services together to deliver measurable impact on yield, throughput and cost.

Offerings

End‑to‑End Services for Smart Manufacturing

Built on our AI Center of Excellence, we bring consulting, product engineering and managed services together to deliver measurable impact on yield, throughput and cost.

Consulting & Strategy

  • AI adoption roadmaps & value discovery
  • Business process automation consulting
  • Data strategy & AI readiness assessment
  • Custom solution design for shop‑floor & enterprise
  • LLM testing & validation strategies



 

AI‑Powered Software Development

  • Custom AI/ML models: predictive maintenance, demand forecasting, QA
  • Integration with MES/ERP/SCADA
  • End‑to‑end AI application development
  • Custom GPTs & virtual assistants (operator guidance, safety)
  • Document processing & AI‑powered knowledge search
  • Vision AI: defect detection, classification, traceability

LLM Services

  • Custom LLM development & fine‑tuning
  • Instruction‑tuning for task‑specific performance
  • RAG pipelines for technical docs & maintenance support
  • Enterprise LLM solutions with governance & observability




Data Intelligence

  • Production analytics & OEE dashboards
  • Performance & energy analytics
  • Maintenance analytics (predictive & prescriptive)
  • Quality analytics & SPC
  • Executive KPI boards

Co‑Innovation & CoE

  • Research on technology & market trends
  • Use‑case discovery, solution definition
  • PoCs & pilots with impact analysis
  • Partner ecosystem acceleration


Managed Services

  • Operations transition & service model setup
  • SLA definition, compliance & reporting
  • 24×7 operations monitoring
  • Continuous improvement & cost optimization

Use Cases

High‑Impact Smart Factory Use Cases

Predictive Maintenance

Detect anomalies early using sensor & historian data. Prioritize work orders, plan spares and reduce MTTR.

  • Vibration/thermal anomaly detection
  • Remaining useful life (RUL) models
  • Maintenance copilots for technicians

Quality Inspection (Vision AI)

Automated visual inspection for defects & dimensional checks—online or end‑of‑line

  • Defect detection & classification
  • Traceability & lot genealogy
  • Real‑time SPC alerts
 

Production Optimization

Digital twins & analytics to balance lines, reduce changeovers and improve yield.

  • OEE dashboards & bottleneck analysis
  • Scheduling & line balancing
  • Energy & throughput optimization

Connected Workforce

LLM copilots for SOPs, safety, troubleshooting and training—multi‑language, voice‑enabled.

  • Instructional GPTs for operators
  • Hands‑free voice assistants
  • Knowledge search on docs & logs

Supply & Inventory

Forecasting, reorder automation, vendor performance analytics and GRN‑to‑invoice reconciliation.

  • Demand & spare parts forecasting
  • Inventory optimization
  • Procurement bots & reconciliations

Safety & Compliance

Computer vision & sensors for PPE compliance, geofencing, near‑miss analytics and audits.

  • PPE & zone monitoring
  • Incident analytics
  • Digital audit trails
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Implementation

How We Engage

Discover → Pilot → Scale

Start with value discovery and a 4–6 week pilot to prove ROI. Then scale across plants with our CoE playbook.

  • Use‑case discovery & business case
  • PoC/Pilot with success criteria
  • Secure integration & MLOps
  • Rollout with change management

Governed, Secure, Observable

  • Enterprise‑grade delivery with model governance, data privacy, monitoring and cost control.

    • Model & data governance
    • Observability & drift monitoring
    • Cost/perf dashboards & SLAs
    • Ops runbooks & 24×7 support

Ready to build a smarter factory?

Let’s co‑create pilots that deliver ROI in weeks, then scale across your plants.