Recently, the integration of computer-based feedback (CBF) systems, as assistive tools for instructors, into EFL writing contexts has attracted researchers' attention. However, EFL learners' perceptions toward such tools' application remain under-investigated. Therefore, this study investigates EFL learners' perceptions toward integrating CBF into writing classrooms in the Saudi higher education level. We adopted a quasi-experimental research design with a mixed-method approach for data collection and purposive sampling as sampling technique. We administered pre-questionnaires to two groups of Saudi male EFL undergraduate students undertaking an English program (n = 40). The experimental group's participants developed four multiple draft essays after receiving automated feedback on each essay (i.e., the treatment), after which post-questionnaires were administered to measure shift in their perceptions. The findings suggest that majority of participants held positive views on this tool, and some of their views positively changed at a statistically significant level after practice. However, we identified few student concerns regarding these systems. Thus, although integrating such tools into writing classes provides learners with positive experiences and encourages their engagement in learning, instructors must ensure the students' access to functional devices and appropriate Internet connections.