  This report shares the experiences, results and lessons learned in conducting
a pilot project ``Responsible use of AI'' in cooperation with the Province of
Friesland, Rijks ICT Gilde-part of the Ministry of the Interior and Kingdom
Relations (BZK) (both in The Netherlands) and a group of members of the
Z-Inspection$^{\small{\circledR}}$ Initiative. The pilot project took place
from May 2022 through January 2023. During the pilot, the practical application
of a deep learning algorithm from the province of Fr\^yslan was assessed. The
AI maps heathland grassland by means of satellite images for monitoring nature
reserves. Environmental monitoring is one of the crucial activities carried on
by society for several purposes ranging from maintaining standards on drinkable
water to quantifying the CO2 emissions of a particular state or region. Using
satellite imagery and machine learning to support decisions is becoming an
important part of environmental monitoring. The main focus of this report is to
share the experiences, results and lessons learned from performing both a
Trustworthy AI assessment using the Z-Inspection$^{\small{\circledR}}$ process
and the EU framework for Trustworthy AI, and combining it with a Fundamental
Rights assessment using the Fundamental Rights and Algorithms Impact Assessment
(FRAIA) as recommended by the Dutch government for the use of AI algorithms by
the Dutch public authorities.
