Magnum cases

Three production systems for Magnum: HR hiring, internal knowledge, and employee notification workflows.

Magnum HR Agent

An AI HR agent for Magnum, Kazakhstan's largest retail chain: high-volume candidate screening right in WhatsApp and nearest-location matching.

Built: Conversational agent, admin panel, knowledge ingestion, eligibility logic, age logic, notification flows.
Stack: Internal HR systems · Infobip · WhatsApp · Multilingual LLM

AI Assistant · Internal Knowledge · Enterprise

Olzhas — Magnum Knowledge Base

An internal AI assistant for Magnum employees: ask a question in plain language, get an answer pulled from the company knowledge base.

Built: Conversational assistant, RAG pipeline over internal knowledge, admin panel for the operations team, onboarding flows.
Stack: Python backend · RAG · Multilingual LLM · Admin panel

Internal Comms · LMS Integration · Enterprise

Magnum Notifications & LMS

Internal notification platform for Magnum: training reminders pulled from the LMS, plus targeted corporate broadcasts to specific stores, departments and offices.

Built: LMS sync, training notifications on Telegram and WhatsApp, escalation to managers, admin panel for segmented broadcasts.
Stack: Python backend · Telegram · WhatsApp · LMS integration (Moko, Magnum Space) · Admin panel