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

Direct engine entry points with playbooks for transformation advisory work.

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