Our Doha WhatsApp API projects start with conversation mapping — documenting every customer interaction flow the business handles today (phone, email, in-person) and identifying which ones move to WhatsApp. We integrate directly with Meta's WhatsApp Business Platform API (not third-party resellers) for full control over message templates, session management, and webhook handling. For Arabic support, we implement right-to-left (RTL) message formatting and build NLP pipelines that handle Arabic dialects spoken in Qatar — Gulf Arabic is distinct from MSA, and chatbots that don't account for this fail immediately. We connect WhatsApp flows to the client's existing systems: CRM (Salesforce, HubSpot), ERP (SAP, Oracle), payment gateways (QPay, NAPS), and booking systems. For AI-powered conversations, we deploy intent classification models that understand bilingual input — a customer might start in Arabic and switch to English, and the bot needs to follow seamlessly.