Marketing agencies in Beirut and beyond
Five to thirty people, several retainer clients, and a founder who still touches every report. The usual first builds: an outreach engine that sources and researches leads and sends personalised first emails, an SEO and GEO pipeline that shows how each client ranks on Google and appears in AI answers, and a custom CRM with AI agent employees working inside it.
Hotels
A front desk that cannot answer every call, and reports and invoices that pile up in email. Typical first builds: an AI receptionist that answers calls and responds to guests, and an email agent that reviews incoming reports, generates the hotel's reports and prepares invoices.
Founders and small teams
Anyone running a company where the same three tasks eat the afternoon. If you can describe the task in a sentence and it happens every day, it is probably a candidate.
Not a fit
Enterprise AI strategy, regulated banking or healthcare deployments, or a general "digital transformation" mandate. For those, a larger firm with compliance and change-management capacity is the right call, and the guide lists who they are. I also do not build chatbots for their own sake; if a chatbot is the right answer it is usually a small part of a larger workflow.