Practical writing on New Product Introduction, manufacturing coordination, and what AI-native program management actually changes for contract manufacturers in aerospace, defense, electronics, and advanced manufacturing.
The phases, gates, roles, and failure modes of New Product Introduction — and why coordination, not engineering, is where most programs slip.
A phase-by-phase checklist for contract manufacturers — design transfer, tooling, process validation, PPAP, pilot, ramp. Built from real programs.
Why customer programs don't behave like internal programs, where the hidden coordination tax actually hits, and what best-in-class CMs do differently.
Why NPI programs really fail (rarely engineering) — the math behind the coordination tax, and the five patterns that repeat across every industrial vertical.
What the role actually involves, the skills that separate average from great, the tool stack and its limits, and how to stop drowning in spreadsheets.
What ERP, PLM, and MES were each designed for, why NPI breaks inside all three, and how a coordination layer fits alongside without ripping anything out.