Datalchemy, as part of a consortium led by the UP group and Institut Mines-Télécom, has centralized, cleaned, anonymized and enriched heterogeneous data from multiple aid organizations to train and validate neural network models capable of automatically detecting the increased risk of loss of autonomy among beneficiaries.