What's the name of data points that trained model gets on input in production?
I think you're talking about production data.  This is typically real data that you generate or acquire somehow, and it's the data you expect your trained model to classify or use to make predictions.  

You mention that this is after initial training.  I'm assuming you've already used test data to measure your model's accuracy, and this is in fact now in production.