Are there any open source project like this? I would imagine it's a machine learning model to match intent and then a custom NER that extracts slots. I'm sure the actual models are pretrained on lots of data, and the process is probably a lot more complex. Given the abundance of vendors in this space, it has to at least be a possibility .