Methods, apparatus, systems, and articles of manufacture are disclosed for automatically updating artificial intelligence models operating on data of a first factory production line, the apparatus comprising, an intelligent trigger circuitry to trigger an automated model update process, an automated model search circuitry to, in response to a model update, generate a plurality of candidate artificial intelligence models, and an intelligent model deployment circuitry to output a prediction of an artificial intelligence model combination to improve prediction performance over time.