The sales agent that answers at 2am
The situation
A clinic, a gym or a salon in Doha pays to bring in enquiries, and then loses a share of them to silence. The customer messages at 9pm; nobody answers until the morning; by then they have booked with whoever replied first. Published research on lead response puts the scale of this plainly: InsideSales found that replying within five minutes made a lead about 21 times more likely to be qualified, and the Harvard Business Review reported that most companies take far longer than that. A receptionist works eight hours. The enquiries do not.
The constraint
Arabic and English, in the register the customer uses, which on WhatsApp is rarely formal. Real availability, not a guess. And the rule that matters more than any feature: an agent that invents a price or promises a slot that does not exist is worse than no agent at all.
What we built
Baye3 AI answers on WhatsApp, Instagram, a website and the phone. It reads the customer's message, replies in the same language, asks what a good receptionist would ask, checks the calendar, and books. It knows the business's hours, prices and services because they are loaded into it, not because it guessed. When the conversation needs a person, it hands over with a summary of everything said so far.
It connects to your number through the official WhatsApp Business channel.
How we handled the hard part
We designed for the wrong answer first. Three rules are built in and cannot be switched off by configuration.
It never invents. If a price, a slot or a policy is not in what the business gave it, it says it does not know and offers a person.
A customer can ask for a human at any point and get one, with the transcript attached, so nobody repeats themselves.
Every conversation is logged, and in the first month we sit with the client weekly and read them. The transcripts are where the agent gets better, and where the client learns what their customers actually ask.
What changed
For the businesses running it, the 9pm message gets a 9pm answer and the booking lands in the calendar without anyone touching a phone.
What we would tell the next client
Load the real prices and the real hours before you switch it on. The agent is exactly as good as the sheet behind it. Ten minutes spent getting that sheet right is worth more than any prompt.
More work
All workArcus LLC Arcus LLCAI compliance2026167 verified leads and a coverage report for an EU AI compliance partner
167 verified leads with a coverage report, for a partner working on EU AI compliance. Gathered by an automated pipeline, every row checked by a person.
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