Jeremy Calhoun
Product + Systems Designer

Beta Testing Feedback System

Building the structure to track units, issues, feedback, and design learning across real-world use

systems coordination · feedback loops · validation infrastructure

Beta Units

Problem Context

A mixed hardware + software product was entering beta testing.

We were running an A/B test:

There was:

All information lived in:

I was assembling the units while trying to absorb:

There was no shared operational picture.

Management’s instruction was: Ship the units.

Without structure, every shipment multiplied uncertainty:

No meaningful decision could be made because no one could clearly see what was happening.