What Egyptian teams mean when they search for an AI CRM
The search almost never comes from curiosity about models. It comes from a specific week where three deals slipped: one because a quote at an old price was accepted, one because the rep who owned it left, and one because nobody followed up after a promising call. AI is being asked to read what already happened and make it retrievable.
Deals are agreed in conversation and confirmed on paper afterwards
Scope, discount and delivery are usually settled in a call or a voice note. The written quotation follows to formalise a decision already taken. Any CRM that only records formal documents is describing the past rather than the present, which is why transcription and summarisation earn their place here before dashboards do.
