RAG AGENT

AI agent for business — answers based on your documents

AI agent answers clients from your knowledge base — precisely, without hallucinations. Connects to the website, Telegram, MAX, WhatsApp and other channels. From $250.

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Precise answers Answers only based on your data, does not make things up.

Any format We load PDF, Word, Excel, Google Docs — the agent will handle it.

Continuously Consults clients 24/7 without manager involvement.

AI agent RM Systems — work example, answers based on knowledge base

RAG agent

AI agent for website, Telegram, MAX, WhatsApp and other channels

We build an AI agent from your documents, price lists and policies using RAG. We connect it to the website, Telegram, MAX and other channels — one agent uses a shared knowledge base.

AI agent for business in international markets works as the first line of client communication. Answers based on real company data, clarifies details and passes a hot lead to CRM. Routes complex cases to the manager.

Knowledge base: PDF, Word, Excel, links
Channels: website, Telegram, MAX, WhatsApp and others
Dialogue context and client qualification
Knowledge base update via admin bot in Telegram
Integration with AmoCRM or Bitrix24

MAX for business: bots, AI and CRM

RM Systems — Roman Mikhaylov.

Other solutions

AI consultant for a website, Telegram and MAX

One knowledge base can support several customer channels while preserving each conversation's context. The agent answers approved questions, qualifies the request and sends the contact, source and summary to the right CRM pipeline.
First-line customer support agent

The agent handles common questions about payment, delivery, returns, setup and procedures using approved materials. Cases that lack data, require a decision or involve a dispute are transferred to a person with a summary and relevant sources.
AI product selection from catalogs and price lists

The assistant clarifies needs and filters a structured catalog or price list to find suitable options. Current prices, stock and compatibility must come from connected data, and the final choice can be handed to a sales specialist.
AI agent for order status

After authorised identification, the agent can retrieve the status, delivery stage or available documents through an approved integration. It must not expose another customer's data or guess a status when the source system is unavailable.
RAG assistant for employees

A RAG assistant turns policies, manuals, contracts and a corporate wiki into a searchable question-and-answer interface with source links. Permissions mirror company roles, and outdated documents are removed from the active knowledge base.