Large Language Models in Customer Support

LLMs in Customer Support and Operations

Large language models (LLMs) augment support teams by summarizing conversations, drafting compliant responses, and guiding users through tasks. Guardrails and retrieval systems ensure answers reflect policies and current product details.

Back-office operations benefit from automated triage, ticket categorization, and workflow suggestions. LLM copilots create knowledge articles and explain complex financial terms in plain language.

Safety is essential: red teaming, content filters, and human oversight

With careful design, LLMs reduce response times and improve customer satisfaction without sacrificing trust.

Knowledge and Retrieval Foundations

Retrieval-augmented generation anchors answers to approved sources—pol

Guardrails and Safety stacks combine prompt hardening, content filters, and policy checks. Red teaming simulates edge cases; escalation paths hand off sensitive topics to human agents.

Safety stacks combine prompt hardening, content filters, and policy checks. Red teaming simulates edge cases; escalation paths hand off sensitive topics to human agents.

Frequently asked questions