Public-safe summary
Overview
The work centers on coating-related engineering decisions where cost, product requirements, and implementation practicality must be considered together.
Context
Wearable products depend on material and surface decisions that affect finish, durability, manufacturability, and user perception. The public outcome available for this project is a 43% reduction in overall coating expenses.
My role
Sibo contributed as a materials engineer, connecting material options, engineering constraints, and product-facing stability considerations.
Constraints
- Keep the case study public-safe and avoid supplier, formula, process, or internal decision details.
- Balance cost reduction with product requirements and stable implementation.
- Communicate impact without exposing confidential engineering data.
Approach
- Frame coating decisions as a system of cost, stability, and product experience.
- Compare options through engineering constraints rather than isolated material preference.
- Document the public-safe impact in a way that remains useful but non-sensitive.
Outcome / Impact
Delivered a 43% reduction in overall coating expenses, presented here only at a public-safe level.
Public-safe scope
This page intentionally omits suppliers, material formulas, internal test details, process settings, cost baselines, and product roadmap context.
Key learnings
- Cost optimization is strongest when it is treated as an engineering decision, not only a purchasing target.
- Public communication should preserve the useful lesson while protecting sensitive product and process details.