Three building blocks you can combine

Service Transformation Operating Model

Servicenomics - Scalable Service Profit Engines.

Service performance engineering — Design operating systems for service: KPIs, processes, roles, governance and run‑rate improvements.
Automation & AI enablement — From pragmatic knowledge systems to RAG copilots and workflow automation that actually ships.
Profit engines around service — Pricing, replacement sales, and quality feedback loops that lift margin without breaking CX.

Selected operating model building blocks

Existing SERVICENOMICS signature use cases and existing site statements only.

  • KPI tree + cockpit (country → region → team → technician)
  • Core process map (E2E: intake → diagnose → dispatch → fix → invoice)
  • Role clarity & governance (who decides what, when)
  • 12-week improvement roadmap with targets
  • Knowledge base + RAG copilot for agents/technicians
  • Automatic case summarization and next-best-action

Selected Experience Snapshot

A quick reality check — built in real organizations, at scale.

  • Built first large-scale spare parts e-commerce platforms
  • Designed global service billing engines still in operation today
  • Designed multiple end-to-end business engines in service & aftermarket