How it works. The official WhatsApp Cloud API and a shared inbox, with an LLM classifier that triages inbound messages. An internal operations agent answers staff questions by reading real data through scoped tools, surfaces administrative findings and proposes actions; a person approves before anything is executed. Payment status is derived by code, AI providers are interchangeable, and every batch has send limits and a canary message.