Concept 1 - Traffic Light Portafilter

Test Resultthree colour LED system aimed to communicate small weight changes in coffee dosage, but found to lack visual range, difficulty reading dose adjustments

The Smart Portafilter integrates a built-in weighing scale to speed up coffee dosing for baristas in busy cafés, streamlining workflows and automating precision.

Designed and developed an electronic portafilter through 4+ iterative concepts and prototypes, informed by barista feedback and validation to deliver a functional, high-fidelity prototype with integrated electronics and functioning code

During café rush hours, manually weighing and adjusting coffee doses on kitchen scales slows baristas down, reducing workflow efficiency and making the consistency of coffee harder to maintain.
Manual coffee weighing can feel time consuming, so baristas may skip the step and compromise quality and consistency of coffee in rush hours
Café environments demand constant multitasking, making streamlined workflows essential for reducing clutter, delays and mistakes
Beginner baristas often struggle to remember correct coffee dosages and make adjustments under pressure, increasing the risk of inconsistent coffee results

Test Resultthree colour LED system aimed to communicate small weight changes in coffee dosage, but found to lack visual range, difficulty reading dose adjustments

Test Resultleft-side LED placement limited ambidextrous use, as it was obstructed when held in the left hand

Test Resultinterface remained visible and intuitive during use, and ergonomic handle supported comfortable ambidextrous operation
The functional high-fidelity prototype was coded to measure coffee grounds in real time and translate the weight into an LED arc, progressing from red to yellow to green at the optimal dose, then back to yellow and red as the dose exceeded the target.

A smart portafilter concept with an integrated scale and LED dose feedback, developed as a functional electronic prototype. The resolved design specifies a sealed, ergonomic, injection-moulded handle for use in café environments.
