Instagram/Messenger AI support - stop hallucinations, fix order flow

Instagram/Messenger AI support - stop hallucinations, fix order flow targets a $6.0B = 2M businesses x $3K ACV, global merchants selling via Instagram/Messenger who would pay for reliable conversational commerce total addressable market with medium saturation and a year-over-year growth rate of 20%+ adoption growth in conversational commerce and messaging sales.

Key trends driving demand: Social commerce expansion -- more merchants use Instagram/Messenger as primary sales channel, increasing message volume and revenue at stake.; LLM + RAG adoption -- retrieval-augmented workflows reduce fuzzy LLM answers when coupled with authoritative product data.; Platform API maturity -- Meta webhooks and business APIs make deep integration possible for real-time inventory and order events.; Shift to messaging-first CX -- customers prefer messaging for discovery and orders, raising value of reliable automated flows..