Audit & ROI
We map the current process, loss points, and calculate impact before development starts.
Business automation
Company knowledge-base chatbot
Performer: Павел Стасиньский
Knowledge-base chatbot: answers with policy citations — for staff and customers.
Describe the process or integration — we reply within 4 business hours.
Chatbot + knowledge base + RAG is a high-ticket B2B pattern.
Answers without sources do not ship to production.
Typical problems
- Experts answer the same questions
- Policies live in folders nobody searches
- Bots invent answers without sources
- No access control on documents
What you get
- Knowledge base indexing
- RAG with source citations
- Access rights and escalation
- Telegram / site / CRM integration
How we solve it
Architecture & integrations
We design workflow, CRM/ERP/API links, and an AI layer only where it delivers measurable value.
Delivery & handover
Production launch, documentation, team training, and optional SLA support.
Typical impact
−40–80%
manual work in the target process
2–8 wks
to first production release
3–6 mo
payback on a typical project
Package
Service details
AI implementation for business
Architecture, LLM integration, CRM/messenger connectors, production deployment, and team handover.
| Price | from €5,000 |
|---|---|
| Timeline | 28 days |
| Format | Fixed estimate · remote delivery |
| Deliverables | LLM, agents, CRM integrations — production, not a ChatGPT pilot. |
Trust
Reviews from Yandex
Public feedback from Yandex Services — same performer profile as the feed.
“Невероятный специалист. Откликнулся сразу, на протяжении всего процесса был на связи, работа выполнена качественно в минимальные сроки.”
“Павел — ас своего дела! Всё на высшем уровне, всегда на связи, оперативно отвечал на вопросы. Чувствовалось, что ему важен результат.”
FAQ
- Difference from a normal bot?
- It answers from your documents with citations — not general model knowledge.
- Where to host?
- Cloud or private contour — by data policy.
- Pilot length?
- 2–4 weeks for one corpus and channel.