Client context
A product development team needed measurable, repeatable mixing trials — not subjective endpoint judgment alone.
Challenge
Off-the-shelf equipment did not capture the process signals required to compare trials and document endpoints.
What changed
- Developed control and logging for a dedicated laboratory mixer
- Aligned mechanical setup with structured run workflows
- Laid groundwork for torque and temperature insight (later productized as MixInsight)
Systems & process impact
- Documentable measurements for each development run
- More consistent trial comparison in R&D and QA discussions
- Clearer link between process parameters and product structure outcomes
Result
Full control, traceable measurements, and a workflow tailored to structured product development.