Empromptu AI Turns Production Workflows Into Model Training

San Francisco-based Empromptu AI has launched Alchemy Models, a platform that automatically captures training data generated by enterprise AI applications. Every query processed and every expert correction made in production workflows is routed into a fine-tuning pipeline, with enterprises owning the resulting model weights outright. The platform occupies distinct territory from both RAG and traditional fine-tuning. Unlike RAG, it modifies model weights rather than retrieving context at inference time. Unlike traditional fine-tuning, it requires no separately assembled datasets or dedicated ML team, turning existing workflows into continuous improvement signals.