AI model building with good predictive power requires contextualized data from continuous monitoring integrated and served to the algorithm. This often presents a challenge as equipment in process development (upstream, analytical, and downstream) is disconnected, and extraction of data requires dedicated teams. Here we demonstrate seamless integration of Culture Biosciences' 250mL cloud-connected bioreactor data and 908 Devices' MAVERICK®, a Raman spectroscopy-powered in-line PAT device.