Case Studies

Real problems.
Measurable outcomes.

Every engagement starts with a specific, painful bottleneck in an engineering organisation. Here is how we solved them — with outcomes you can measure.

AI Optimisation

Supply Chain · Logistics · Quick Commerce

5 min read

AI-Generated Warehouse Layouts That Actually Get Built

Warehouse layout design at scale overwhelms manual approaches — too many constraints, too many competing objectives, too large a design space. We built an AI framework using constrained beam search that automatically generates, validates, and scores candidate layouts, giving designers a ranked shortlist of optimal options instead of a blank canvas.

  • Feasible candidate layouts generated in minutes, not weeks
  • 100% of presented layouts pass automated constraint verification
  • Multi-objective optimisation across capacity, accessibility, and picking efficiency
  • Framework adaptable across different warehouse sizes, shapes, and industries
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Digital Transformation

Service Organisation · Distributed Operations

5 min read

From Paper Logs to a Self-Improving Digital Operation

A large distributed service organisation was constrained by fragmented operations, inconsistent procedures, and manual reporting. We partnered as digital transformation lead — using digital-twin modelling to de-risk every automation decision before build, then replacing paper-and-spreadsheet processes with connected digital applications across the full facility.

  • Digital-twin model validated automation outcomes before any build spend
  • Paper logs and spreadsheets replaced with connected, auditable applications
  • Real-time operational visibility for leadership from day one of rollout
  • Live digital-twin recalibration creates a continuous-improvement loop
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PLM Implementation

Automotive · Tier-1 Supplier

6 min read

Configuring Teamcenter to Fit the Way They Work

A Tier-1 automotive supplier had Teamcenter licensed but unused — engineers defaulted to Excel and email. Eclectic Systems configured the entire platform from scratch: IATF 16949-aligned ECR/ECO workflows, role-based assessment forms, automated business rules, and live dashboards. Within 3 months, 95% of change requests were raised natively in Teamcenter.

  • 95% of ECRs in Teamcenter within 3 months of go-live
  • IATF 16949-aligned ECR/ECO workflows and APQP gate controls
  • 100% change traceability — audit-ready from day one
  • Significant reduction in engineering rework and production errors
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