How It Works

From setup to safe AI operations in five steps

AREEP is designed to go live in days. Here is exactly how a workspace moves from empty to running with approved-knowledge AI answers.

Create client workspace

A platform admin provisions a secure, isolated workspace for your organization — with its own roles, permissions, and data boundaries. Nothing leaks between clients.

Add channels

Connect WhatsApp, Telegram, Messenger, and your website in a few clicks. Every channel flows into one unified inbox with a single conversation history.

Add products and knowledge

Create a profile for each drug or product, then upload your approved files — leaflets, guidelines, FAQs, and documentation. AREEP indexes them per product.

Agents answer with RAG

AI agents retrieve the right document from your tenant knowledge base and answer grounded questions. Low confidence automatically escalates to your team.

Review, report, improve

Monitor analytics, gaps, escalations, and daily and weekly reports. Close knowledge gaps with clear recommendations.

Step 1

Secure, isolated workspaces

Each client gets its own workspace inside the platform. Admins control who has access, what roles exist, and what each user can see and do. Tenant isolation is a foundation, not an afterthought.

  • Role-based access for every user.
  • Strict data boundaries between clients.
  • Clients are created by admins — no public signups.
Workspace
Tenant A — Clinic Isolated
Tenant B — Pharma Isolated
Tenant C — Supplier Isolated
Step 2

Connect the channels you already use

AREEP connects to the messaging platforms your customers already live on. Once connected, every message lands in a unified inbox with a full conversation history.

  • WhatsApp, Telegram, Messenger, and web.
  • Add or remove channels per workspace.
  • Unified customer memory across channels.
Channel connectors
WhatsApp Connected
Telegram Connected
Messenger Connected
Website widget Setup
Step 3

Upload your approved knowledge

This is the heart of AREEP. You define, per product, exactly which documents the AI is allowed to answer from. The AI can only use what you approve.

  • Drug / product profiles with files.
  • Leaflets, guidelines, FAQs, and more.
  • Uploaded files are indexed for retrieval.
Knowledge ingestion
Upload files per product Indexed
Approved documents only Enforced
Retrieval-ready chunks Ready
Step 4

AI agents answer — safely

When a customer asks a question, AREEP retrieves the relevant approved document and generates an answer grounded in it. Confidence and policy checks decide the outcome.

  • Retrieval-augmented answers with citations.
  • Low-confidence and sensitive cases escalate.
  • Humans review and override when needed.
Answer flow
Question received Routing
RAG retrieval Grounded
Confidence check Scored
Answer or escalate Decided
Step 5

Review analytics and keep improving

Once live, AREEP continuously surfaces what your customers ask, how well the AI performed, and where your knowledge has gaps — with concrete recommendations.

  • Daily and weekly operational reports.
  • Gap reports and recommended knowledge additions.
  • Drug-level and channel-level analytics.
Continuous improvement
Weekly recommendation Add 3 files
Deflection rate 74% ▲
Knowledge gaps 2 open
Behind The Scenes

Architecture designed for business clarity

You don't need to understand every technical detail — but here's the high-level design that makes AREEP safe, controllable, and cost-aware.

Core Platform

Laravel Backend

The system of record: dashboards, authentication, channels, and conversations.

  • Workspaces and roles
  • Channel connectors
  • Conversation records
Intelligence Layer

LLM Backend

Where the intelligence lives: agents, retrieval, analytics, and escalation.

  • AI agents and RAG
  • Confidence-based escalation
  • Analytics and reports
Control Plane

LLM Manager

Model routing, API keys, and usage tracking in one place.

  • Smart model routing
  • Central API key management
  • Usage and token tracking
Ready To Start

Walk through the five steps with a real example

Book a demo and we'll show you a workspace, channels, knowledge base, agents, and reporting.