
You are discussing how language technologies fit into real AI products. A strong answer should connect core NLP methods to practical systems such as document understanding, search, assistants, and workflow automation.
Discuss the role of natural language processing in contemporary AI applications.
How language models are used in modern AI systemsWhen to use text classification for routing or predictionHow named entity recognition turns text into structured dataWhy retrieval-augmented generation matters for grounded answers