Code switching

Multilingual support means serving customers in their own language, including handling Arabic and English side by side within a single operation. Beyond translation it requires language-aware routing, quality scoring in each language, and knowledge content that is maintained rather than machine-translated once and forgotten.

Sentiment analysis scores the emotional tone of a conversation to flag risk and measure experience without waiting for a survey response. Applied across every contact rather than a sampled few, it covers the large majority of customers who never complete a satisfaction survey at all.

Natural language understanding is the layer that maps free text to intents and entities so a system can act on what a customer wrote. It answers what the customer wants and which values are involved; generation is a separate step deciding what to say back.

Agent assist is a copilot layer inside the agent desktop that drafts replies, retrieves relevant policy, and suggests the next best action while a human stays in control of the conversation. It shortens handle time and reduces variation between agents without removing the person from the interaction.