An AI assistant that closes 60% of conversations on its own
Customer care was scaling in step with orders. I conceived and led a bilingual Arabic/English WhatsApp assistant for the UAE and Kuwait. Twelve months on, it resolves about 60% of enquiries without an agent and influences about 15% of orders, turning a cost centre into a sales channel.
Hybrid retrieval that fuses pgvector embeddings with trigram and fuzzy matching, over a composite product model with market‑specific SKUs and pricing. A 20‑rule intent and guardrail layer covers order status, frustration‑based escalation, bulk routing and Arabic morphology such as attached prepositions and gender carry‑forward.