How an AI assistant helps 3,000 employees (a manufacturing company case study)
Introduction
A manufacturing and trading company is one of Russia's largest producers of household goods. Three thousand employees: factories, warehouses, retail stores across the country, and an office. Three completely different work contexts, and all of them have HR questions, IT problems, and a need to find internal policies.
An AI assistant embedded in Telegram or a corporate chat takes on routine employee requests and frees up HR, IT, and administrative staff for real work.
Why this hurts right now
Three worlds of one company
| Where they work | Devices | Typical questions |
|---|---|---|
| ManufacturingFactory floors, warehouses | Smartphone only, no corporate laptop | Shift schedules, pay slips, vacation, workwear |
| RetailStores in shopping malls across Russia | Smartphone, sometimes a tablet | Sick leave, time off, bonuses, cash register instructions |
| OfficeHeadquarters | Laptop, corporate portal | Business trips, voluntary health insurance, orders, system access |
The first two groups have neither the time nor the desire to navigate the corporate portal — they need to ask and get an answer in 30 seconds. Right now they write to or call an HR manager — and wait.
What the manual approach leads to
- The HR department is drowning in repetitive questions: "When will vacation pay arrive?", "How do I file for sick leave?", "Where is my May pay slip?" — up to 60% of working time is spent on this.
- IT support is overloaded with password resets, Wi-Fi connections, and 1C setup — L1 tasks that don't require an engineer.
- Employees get frustrated — an answer can take hours, especially on the night shift when HR is asleep.
- Turnover in manufacturing and retail is high (up to 40% per year), every new hire goes through the same journey with the same questions — and each time takes up HR's time.
What the employee AI assistant can do
1. HR in the palm of your hand
- Pay slip — "Show me my July salary" → an instant statement. No logging into 1C, no going to the personal account portal.
- Vacation and time off — "How many vacation days do I have left?", "Request a day off on August 15." The agent checks the available balance and initiates the request.
- Sick leave — "I'm sick, what do I do?" → step-by-step instructions: who to notify, how to open an electronic sick leave certificate, what to send to accounting.
- Certificates — 2-NDFL, employment certificate, income certificate. The agent generates and sends a PDF.
- Shift schedule — for manufacturing staff: "What's my shift next week?", "Swap shifts with Petrov."
- Financial assistance — eligibility, amount, how to submit an application. The agent checks whether the criteria are met and fills out the form.
2. IT support without tickets
- Password reset — "I forgot my 1C password" → the agent initiates a reset via Active Directory and sends a temporary password.
- System access — "I need access to the logistics department's SharePoint" → the agent creates a Service Desk request, automatically filling in the full name, job title, and justification.
- Wi-Fi/VPN — connection instructions, current guest Wi-Fi passwords.
- Basic problems — "The printer won't print" → the agent provides a 3–5 step checklist; in 40% of cases the problem is resolved without an IT specialist.
3. Search across internal documents (RAG)
- Policies and procedures — "What compensation is provided for termination by mutual agreement?" → the agent finds the relevant clause in the remuneration policy and quotes it.
- Orders — "Find the Q2 bonus order" → full-text search across orders.
- Instructions — "How do I fill out an expense report?" → step-by-step instructions with screenshots.
- Voluntary health insurance — "Which clinics are covered by VHI in Kazan?" → the agent selects the ones closest to the employee's home.
4. New hire onboarding
- Welcome package — on the first working day, the agent messages the new hire on its own: "Hi! I'm your digital assistant. Here's what you need to do: ..." — and guides them through the checklist.
- Getting to know the rules — instead of a 40-page welcome book, the new hire simply asks questions: "Is there a dress code?", "Where's the cafeteria?", "How do I get a building pass?"
- Adaptation — on day 7, 14, and 30, the agent sends check-ins: "How's it going? Need help with anything?"
5. Feedback and surveys
- Pulse surveys — instead of sending out Google Forms, the agent asks in chat: "On a scale of 1 to 5, how comfortable are you working in your new role?"
- Ideas and complaints — anonymous feedback collection, categorization, and forwarding to the manager.
User scenarios
Scenario 1: A factory employee requests a day off
Worker: I need a day off on August 18
Agent: Checked: you have 3 days off remaining for 2026.
Time off on August 18 (Monday) — I can arrange it.
Your shift that day is 08:00–20:00. Shall we proceed?
Employee: Yes
Agent: Request No. 847 has been created and sent to the shift supervisor
Ivanov A.V. for approval. The status will come here
within an hour.
By the way, you still have 2 days of vacation for 2025 —
they need to be used by the end of September. Should I remind
you closer to the time?
Employee: Sure
Scenario 2: An office employee looks for a regulation
Manager: Under the severance agreement with the chief accountant, what payments apply?
Agent: According to clause 4.3 of the Remuneration Policy (as amended
on 15.01.2026), upon termination by mutual agreement:
- Salary for days worked
- Compensation for unused vacation
- Severance pay in the amount of 2 salaries (if
provided for by the agreement)
Full text of the clause — [link].
Do you need a lawyer's consultation, or did I answer your question?
Scenario 3: A retail salesperson on sick leave
Salesperson: I'm sick, temperature 38. What should I do?
Agent: Get well soon! Here's the procedure at the company:
1. Call a doctor or go to the clinic —
you need an electronic sick leave (ESL).
2. Notify the store manager — I've already sent
them a notification.
3. The ESL number will arrive via SMS from Gosuslugi — forward
it here, and I'll pass it to accounting.
4. The first 3 days are paid by the employer, then —
by the SFR. The maximum amount is 4,039 ₽/day with
more than 8 years of service.
You have 11 years of service, so the payment will be the maximum.
Anything else you need?
Scenario 4: A new hire on their first day
Agent: Hi, Alexey! Welcome to the company 🎉
I'm your digital assistant. Here's what you need to do
today:
✅ Badge — pick up at reception (already ready)
⬜ Photo for the badge — go to room 112 before 16:00
⬜ Sign documents — room 205 (employment contract,
NDA, consent to personal data processing)
⬜ Pick up laptop — IT department, room 310
Where should you go first?
New hire: Where is room 205?
Agent: Second floor, left wing, turn right after the elevator.
[image with floor plan]
HR manager Olga will be waiting for you there at 10:15.
Scenario 5: An IT problem on the night shift
Warehouse employee: 1C froze, I can't close the invoice
Agent: Try this in order:
1. Press Ctrl+Shift+R — reload the interface.
2. If that doesn't help — log out of 1C and log back in.
3. Still frozen? Creating an IT ticket...
Ticket No. 1253 created. The night duty engineer
has received the notification. Estimated response
time — 15 minutes.
The invoice won't be lost — 1C saved the draft
on the server.
Implementation economics: calculation for the company
Initial data
| Parameter | Value |
|---|---|
| Employees | ~3,000 |
| of which in production and retail (without a corporate laptop) | ~2,200 |
| of which in the office | ~800 |
| Average number of employee requests per month (HR + IT + general) | ~9,000 |
| Average salary of an HR specialist (regions) | 52,000 ₽/month |
| Average salary of IT support (regions) | 65,000 ₽/month |
| Average cost of a support employee (including 30% contributions and workstation) | ~78,000 ₽/month |
| Share of time spent on standard answers (surveys, certificates, FAQ, password resets) | ~65% |
Current internal support staff (HR + IT + administrators):
| Category | People |
|---|---|
| HR support (personnel records, payslips, vacations, sick leave) | 5 |
| IT helpdesk (first line) | 4 |
| Administrative employees (badges, requests, office management) | 2 |
| Total | 11 people |
Annual costs now
| Item | Calculation | Amount per year |
|---|---|---|
| Payroll (avg. salary 56,000 × 12 × 11 people) | 56,000 × 12 × 11 | 7,392,000 ₽ |
| Insurance contributions (30%) | 7,392,000 × 0.30 | 2,217,600 ₽ |
| Workstations (PCs, licenses, communications) | 11,000 × 12 × 11 | 1,452,000 ₽ |
| Increased turnover in production (extra costs for hiring + training ~15 new hires/year who didn't stay due to poor onboarding) | 15 × 78,000 × 2 months | 2,340,000 ₽ |
| TOTAL | ~13,401,600 ₽/year |
💡 Reducing turnover in production is a significant item. Every person who quits during the probationary period means 2 months of salary wasted (hiring + training + downtime). AI onboarding reduces turnover during the probationary period by 20–30%.
Cost calculation with an AI assistant
The assistant handles 65% of requests: payslips, vacations, password resets, FAQ on regulations, onboarding.
| Parameter | Value |
|---|---|
| Requests after automation per support employee | 3,150/month (35% of 9,000) |
| Support employees required | 4 people (instead of 11) |
| Annual support costs (4 people) | 4 × 78,000 × 12 = 3,744,000 ₽/year |
| AI assistant — turnkey implementation (one-time) | 500,000 ₽ |
| Language model API: 5,850 dialogues/month × 12 × 1 ₽ | ~70,000 ₽/year |
| Reduction of turnover losses (by 25%) | savings of ~585,000 ₽/year |
| TOTAL with AI assistant (annual) | ~3,229,000 ₽/year |
Total savings
| Item | Amount |
|---|---|
| Annual costs BEFORE | 13,401,600 ₽ |
| Annual costs AFTER | 3,229,000 ₽ |
| Implementation (one-time) | 500,000 ₽ |
| SAVINGS in the first year | 9,672,600 ₽ (≈ 72%) |
| SAVINGS in subsequent years | 10,172,600 ₽/year (≈ 76%) |
Payback period
Payback = 500,000 ÷ (10,172,600 ÷ 12) ≈ 0.6 months ≈ 2.5 weeks
Non-financial effects
- Response speed — from hours (until HR becomes available) to seconds. Especially critical for night shifts.
- Equal access — a factory employee receives the same level of service as a manager in the office. No corporate laptop, no passwords, just Telegram.
- Reduced HR burnout — repetitive questions go away, substantive tasks remain.
- Analytics on requests — you can see which topics concern employees and where the weak points in processes are.
- Scalability — as the company grows to 5,000 employees, the agent does not require expanding the support staff.
Summary
| Indicator | Effect |
|---|---|
| Support staff | From 11 to 4 people |
| Response speed | From hours to seconds |
| Availability | 24/7, including night shifts and weekends |
| Coverage | All 3,000 employees, including the factory and retail |
| Savings | ~10.2 million ₽/year (starting from the second year) |
| Payback | 2.5 weeks |
| Additional effect | Reduction of turnover during the probation period by 20–30% |
An employee AI assistant is not just a chatbot. It is a single entry point for all of the company's internal services. For the company, this means: HR stops being a one-stop service for certificates and becomes a strategic business partner, IT is freed from password resets, and a factory employee on the night shift gets an answer faster than an office manager during the day.