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Live · maintenance

AI Assistant for a Healthcare Staffing Agency

A Norwegian-language AI assistant on Telegram that handles email and candidate enquiries for a staffing agency.

Industry
Healthcare Staffing
Region
Norway
Type
AI agent
Status
Live · maintenance

Overview

A staffing agency that places healthcare personnel with municipalities needed help with a constant stream of email from clients and candidates. We installed and configured an AI assistant on a VPS, connected to Telegram, that writes in the manager's own Norwegian tone and follows the agency's routing rules.

The Challenge

The manager spent hours answering repetitive candidate and client emails and routing people to the right link.

The Solution

AI assistant setup

On a VPS with Telegram as the interface.

Business profile and tone

Services, staff categories and short, warm Norwegian replies built into the assistant's configuration.

Routing rules

Opportunity emails get a meeting link; form enquiries get the candidate registration portal.

Ongoing support

For memory, gateway reliability and new features.

How It Works

1

Email / message in

2

AI assistant

3

Business rules

4

Draft in Norwegian

5

Telegram to manager

6

Send or follow up

Architecture

Agent

Detailed business profile configured into the assistant.

Interface

Telegram bot for the manager.

Rules

Subject and source based routing to meeting or sign-up links.

Language

Norwegian-first replies with examples of the manager's tone.

Service

Gateway run under systemd for automatic restarts.

Hosting

Linux VPS.

Engineering Highlights

  • Replies sound like the manager, in Norwegian, not like a bot.
  • Clear routing rules cut back-and-forth with candidates.
  • Fast install: ordered and delivered the same day.

Outcome

  • 5-star review: "Amazing work and service!"
  • Ongoing maintenance and feature work.

Tech Stack

LLM APITelegram Bot APIsystemdLinux VPS

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