Към съдържанието
AI agents

AI Agents for Business — Custom-Built Digital Employees

Single-agent or multi-agent — with MCP integrations into your systems.

Quick answer

An AI agent is not a chatbot. A chatbot follows a script; an agent understands context, makes decisions and acts — creates CRM records, processes documents, moves orders. VR Express designs custom agents — including multi-agent systems where several specialised agents work together — with the depth of 20+ AI products of our own and our own MCP integration architecture.

Agent vs chatbot — autonomy

The key difference is autonomy. A chatbot replies; an agent acts. It can check stock, place an order, open a ticket, request more information from another system. And most importantly: it knows when to escalate to a human.

What an agent can do — by function

  • Sales: lead qualification, follow-up, proposals
  • Support: answers to customer questions with real context from your systems
  • Documents: reading, classification, extraction, filling
  • Operations: checks, statuses, syncs between systems

Multi-agent systems — when one isn't enough

For complex processes (e.g. a full ecommerce cycle: inquiry → order → delivery → return) one agent can't handle everything. Multi-agent architecture distributes the work: intake agent, validator agent, executor agent. Nobody in Bulgaria covers this depth right now — it's our real differentiation.

Integrations (ERP/CRM/store/custom; MCP)

Our own MCP integration architecture wires the agents into your systems in a standardised way — instead of writing spaghetti code for every integration. Works with ERPs, CRMs, stores (WooCommerce/Shopify/OpenCart), accounting software and custom APIs.

How we choose where AI makes sense

Not every process should become AI. We run a 5-day audit: where AI will pay for itself, where plain automation is better, where a human should stay. For indicative pricing see the pricing page.

Calculator

How much would AI automation save?

Task types (automatable):

The value is suggested conservatively from the selected tasks — you can edit it.

Hours saved / year

2,112

Approximate annual value

€29,160

Rough investment range

€5,380€15,640

Approximate payback period

2 months

Rough estimate, not a quote.

Frequently asked questions

What's the difference between an AI agent and a chatbot?

A chatbot follows a script. An agent understands context, makes decisions and acts: creates records, processes documents, moves orders. Autonomy is the key difference.

What is a multi-agent system?

Several specialised agents that work together — one intakes the request, one validates the data, one executes the action. Enables complex processes a single agent can't handle.

Does it work in Bulgarian?

Yes — with the leading models (OpenAI, Anthropic, Google). We also build systems with local models for particularly sensitive cases.

How does it integrate with our software?

Through our own MCP integration architecture — ERP, CRM, store, accounting, email, custom APIs.

Will AI replace employees?

Not necessarily. More often, it removes the routine so the human is free for decisions and customers. We'll tell you honestly where AI should replace — and where it shouldn't.

Българска версия