Abstract: A computer-implemented method comprises providing previous form data to a training and validation module, filtering the previous data to create a subset of training data meeting a validation threshold, for each of a plurality of web-based input forms training at least one artificial intelligence model relating to at least one field in at least one web-based input form using the subset of training data, deploying at least one model endpoint corresponding to a model based on the trained model and a template of the form, transmitting a web-based input form web page to a client device, wherein the web page is displayed on a user interface, wherein the web page includes an AI-based form field prediction text input portion used for the AI-based form field prediction and an interactive representation of the web-based input form separate and distinct from the free text input portion; receiving, from the client device, a first user input at the AI-based form field prediction text input portion of the web-based input f