Multi-agent AI assistant at Magnit Tech
A multi-agent assistant for information retrieval, calculations, metrics and management reporting.
I’m Mark Serdyuk, a Product Manager.
I build AI products and B2B platforms.
Connecting research, technology
and measurable business impact.

Experience & project work
Three projects that best
represent the way I work.
A multi-agent assistant for information retrieval, calculations, metrics and management reporting.
“Mover without a van”: research, business case, user journey and production launch.
CustDev across 10 subsidiaries, LLM applications and tools for evaluating automation impact.
Needs, context, constraints. Interviews and data before choosing a solution.
Value, product metrics and economics. Clear criteria for success.
Priorities, requirements and teamwork. From a hypothesis to real use.
Feedback, impact measurement and the next product iterations.
CustDev · JTBD · CJM · Unit economics · SQL · LLM · Multi-agent systems · A/B tests
A small experiment / 01
Move the sliders to explore the potential of AI automation for a team.
An illustrative model, not a calculation for any of my projects.
4,800 hours per year
Users × minutes / 60 × hourly cost × 240 working days × adoption rate.
This estimates the value of time, not guaranteed budget savings. Implementation, model, support and quality assurance costs have not been deducted.
Developing internal platforms, bringing AI into workflows and helping teams use it.
At Magnit Tech, launched an AI assistant with 700+ weekly users and trained over 150 product managers and team leads in AI tools.
Brought “Mover without a van” from needs research into production.
Developed business analytics materials, reviewed 100+ cases and taught classes of up to 170 students.
I’m Mark. I enjoy making sense of complex problems, turning that understanding into working products and sharing what I learn.
Beyond product work: teaching, piano, sport and generative art. I created the CU:/dev/art exhibition and founded a student sports club.
Alongside my product career, I explore entrepreneurship through a GenAI project in the beauty industry.
Mathematics and Computer Science · Product Management.
100+ cases reviewed, classes for audiences of up to 170 students.
A programme for project leads and product teams.
Potanin Foundation, T-Bank, Central University, Avito, Sber, Reksoft Consulting, Moscow Exchange.
AI&Business SPB, “Idea. Code. Release.”, Datathon 2.0.
From the 2024 final to mentoring podium teams in 2025–2026.
131 in-depth interviews with auto services, a partner pipeline for 5 regions and an acquisition landing page.
Field research across 9 regions, a CJM and 50+ proposals for the partner directors’ authority system.
Led a working group of 8, gathered input from 100+ experts and presented the results to government bodies.
Research on retail investors in BRICS countries and a payment transformation proposal, presented in Brazil in May 2025.
I am a Product Manager working on AI products, B2B platforms and internal services. I currently work at Magnit Tech; previously, I launched a service scenario at Yandex and researched automation at Gazpromneft Business Service.
At Magnit Tech, I built and launched a multi-agent AI assistant with over 700 weekly users in leadership roles. I also trained more than 150 product managers and team leads in AI tools. Read about the project.
The site presents three projects with their challenges, my role and outcomes. My full experience is available in the Russian-language CV. Projects · CV PDF · RU ↗
You can contact me on Telegram to discuss a product role or an AI challenge. I share milestones in the Now section, with an RSS feed for updates. Telegram · RSS
The next conversation
A product role, an AI challenge, or simply a catch-up.
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