Submitted: 12 February 2025 You are already at the latest version Fermentations are complex and often unpredictable processes. However, fermentation-based bioprocesses generate large volumes of data that are currently underexplored. These data can be used to develop data-driven models, such as machine learning (ML), to improve process predictability. Among various fermentation products, biosurfactants have emerged as promising candidates for several industrial applications.