In the spring of 2018, UCPH conducted a proof of concept in ES. This PoC had two aims: optimising  utilisation for our exam house, and exploring whether auto scheduling and room allocation in ES would benefit the exam administration and impact utilisation in a positive manner. We will present how we conducted the PoC, the findings, and the final recommendation to the heads of studies.