Chatbots answer FAQs and escalate complex cases to human agents. Retrieval-augmented generation (RAG) grounds responses in up-to-date documents, improving accuracy.
Code assistants speed up development by suggesting snippets and explaining errors. Developers stay in control, reviewing and editing suggestions before merging.
Document processing pipelines summarize long reports, extract entities, and classify content. Careful evaluation with domain-specific test sets helps measure quality.
Production LLM systems include observability, feedback loops, and safe fallbacks. A/B tests and human review tighten the iteration cycle.