When Execution Breaks at Scale: My Shift to Strategic UX
From manual workflows to AI-assisted systems—designing for scale, not just execution.
Overview
I used to focus on designing features that worked—and they did, at least on paper.
But while working on a manufacturing operations platform, I started noticing a pattern. Even when workflows were logically correct, they weren’t consistently followed on the floor.
One example was a Skills Matrix feature to track operator competency and knowledge.
Supervisors had to evaluate each operator and manually create learning requirements. The system was structured and precise, but it didn’t scale.
Managing this across teams quickly became time-intensive, and adoption started to drop.
At first, this looked like a usability issue.
But the more we observed, the clearer it became:
the system was relying too heavily on manual effort for something inherently repetitive.
That’s where my approach started to change.
Instead of improving the same flow, we reframed the problem.
Why were supervisors expected to create requirements from scratch every time, especially when decisions were already influenced by past data and patterns?
We introduced an AI-assisted layer that:
- analyzes previous learning activity
- considers current competency levels
- generates structured requirement templates
Supervisors no longer start from zero—they review, adjust, and assign.
Alongside this, we designed a template system that:
- works across multiple operators
- can be reused across workstations
What was earlier a repetitive task became a scalable workflow.
This shifted effort from creation to decision-making.
More importantly, it made the system usable in a real operational context where time and attention are limited.
This project changed how I approach design.
I no longer start with interfaces or flows.
I start by identifying:
- where effort is being overused
- where systems are likely to break at scale
- how that effort can be reduced without losing control
That shift—from improving execution to redesigning how work happens—is what moved me toward strategic UX.
Detailed flows and UI explorations available on request.