AI bot · GPT · RAG

AI chat bot for business

I build AI chat bots — Telegram, web widget, WhatsApp API: RAG over your docs, lead qualification, FAQ, handoff to humans. GPT/Claude + your knowledge — grounded answers. MVP in 3–5 days. Vladislav Kompaniec — 130+ projects.

from 40,000 ₽ / project

3–5 days MVP bot. Fine-tune and multi-channel — expand.

Get in touch

Why AI bot

Non-AI FAQ bots are button trees. RAG bots understand phrasing and answer from your PDFs and policies.

24/7 first line

Bot handles 60–80% FAQs — humans for hard cases.

RAG on your docs

FAQ, prices, policies — grounded citations.

Leads & CRM

Quiz → CRM with transcript. UTM tracking.

Human handoff

Escalation with full context.

Telegram + web

Meet users where they are.

130+ projects

Vladislav Kompaniec — bot + CRM. 3–5 day focused MVP.

AI bot for site and Telegram

Not a ChatGPT iframe — your knowledge base + human handoff.

Repeat support questions — RAG on your FAQ/PDF/catalog 24/7; hard cases to manager with context. MVP 3–5 days.

Model choice by data policy; logs, rate limits, PII filters in production baseline.

Pre-sale FAQ, lead qualify, SaaS onboarding, B2B spec sheets.

Post-launch tuning on real dialogs and CRM webhooks.

Solution types

One bot, one job; often FAQ + leads.

Support FAQ

Help center RAG.

Sales qualifier

Budget, contact.

HR

Policies Q&A.

Internal IT

Access FAQ.

E-commerce

Order status.

Booking

Slots, services.

Legal lite

Templates only.

Dev docs

API RAG.

Who it's for

When ops drown in repeat FAQ.

Support SMB

Repeat questions.

E-commerce

Pre-sale.

Services

Leads.

SaaS

Onboarding.

Education

Course FAQ.

B2B

Spec RAG.

What we need

3–5 days, from 40,000 ₽ after sources.

  1. Knowledge

    PDF, URLs, sources.

  2. Channels

    Telegram, web.

  3. Tone

    Voice, languages.

  4. Escalation

    Handoff rules.

  5. CRM

    Lead destination.

  6. Compliance

    PII, logs.

Technical aspects

Reliability, security, and scale built in from day one.

Performance

DB indexes, cache, and queues keep the system fast as data and users grow. Load testing on staging before production.

Security

HTTPS, role-based access, audit logs, and API key protection. Personal data handled per your compliance model.

API & webhooks

REST and webhooks for website, 1C, Telegram, and partners — no manual re-entry. API docs included.

Mobile web

Responsive layout and PWA — most users work from phones. Native iOS/Android apps when needed.

Backups

Automated DB and file backups with verified restore on staging. Data loss in normal ops is unacceptable.

Staging

Test environment for team training and integration checks before release. Updates roll out without blocking core ops.

How we build it

  1. 01

    Brief & scope

    Scenarios, roles, integrations — MVP and estimate in 1–2 calls. We lock v1 priorities and what moves to phase two.

  2. 02

    Prototype

    Wireframes for key screens and admin — revisions before build. UX flows agreed so logic isn't rebuilt mid-project.

  3. 03

    MVP

    Working flow on your domain: core modules and test data. Your team walks through scenarios on staging before live integrations.

  4. 04

    Integrations

    Payments, 1C, Telegram, partner APIs — verified on staging. Test payments, doc exchange, and webhooks before go-live.

  5. 05

    Launch

    Deploy, team onboarding, monitoring first operations. Handover of access, docs, and support for first iterations.

FAQ

Cost?

From 40,000 ₽ Telegram RAG MVP. 3–5 days.

API costs?

Your OpenAI/Anthropic account; estimate at brief.

Hallucinations?

RAG + fallback.

Languages?

Multi-locale prompts.

Support?

Vladislav Kompaniec — updates.

Order AI bot

Channel and knowledge — from 40,000 ₽, 3–5 days.