Artificial intelligence and data

AI automation and AI agents

AI agents are not chatbots that “just talk”. They carry out real tasks in your systems – reading, checking, entering, replying and reporting – so people can focus on what matters.

Every company has processes in which people spend hours reading, copying, checking and transferring information. That is exactly where artificial intelligence delivers the fastest and most measurable return.

What an AI agent is

An AI agent is a program that uses a large language model (LLM) to understand tasks, and tools to carry them out: access to your database, email, CRM, ERP, documents or external services. Unlike classic automation, which follows rigid rules, an agent can work with unstructured information – free text, scanned documents, emails – and make decisions within the limits you define.

Examples of automation

Document processing

Invoices, waybills, contracts, requests and protocols are read automatically, the data is checked and entered into the accounting or ERP system, and doubtful cases are routed to a person.

Incoming mail and enquiries

The agent categorises emails, extracts the key information, prepares a draft reply, creates a task in the CRM and notifies the right person.

Customer service

An assistant on your website, in Viber or Messenger that answers questions based on your documentation, checks order status and, when needed, hands the conversation over to an employee.

Sales

Enriching data about prospects, prioritising enquiries and automatically preparing quotes from templates.

Reports and analyses

Daily and weekly summaries from different systems, written in plain language and sent to management.

Internal knowledge base

An assistant that answers employees’ questions based on internal rules, procedures and documentation (RAG – search in your own documents).

A human in the loop

We design automations so that consequential decisions go through a person: the agent prepares, proposes and explains, and the employee approves. Every action is recorded in a log. You get the speed of automation without losing control.

Security and confidentiality

  • your data is not used to train public models – we use business versions with contractual guarantees or models hosted by us;
  • if needed, the models run entirely in our data centres in the EU;
  • we minimise the personal data sent to the model;
  • data protection impact assessment under the GDPR and risk classification under the EU AI Act.

How we start

We start with a short analysis in which we choose together 1–3 processes with the greatest potential. We build a pilot in a few weeks, measure the time saved and the quality, and only then expand. The investment stays small and the result is proven.

What the service includes

Documents

Reading and entering invoices, contracts, requests.

Emails and enquiries

Categorisation, draft replies, tasks.

AI assistants

For customers and staff, based on your documentation.

Integrations

ERP, CRM, email, databases, APIs.

Human in the loop

Approval of important decisions and an audit log.

Confidentiality

Models in the EU or on-premises, no training on your data.

How the work is done

  1. 1

    Process analysis

    We find the tasks with the greatest potential.

  2. 2

    Pilot

    A working agent for one process within a few weeks.

  3. 3

    Measurement

    Time saved, quality, errors.

  4. 4

    Expansion

    New processes and integrations.

  5. 5

    AI-OPS

    Monitoring, improvements and cost control.

Technologies and tools

  • OpenAI
  • Anthropic Claude
  • Google Gemini
  • Mistral
  • Llama
  • LangChain
  • LlamaIndex
  • n8n
  • Python
  • PHP
  • векторни бази данни
  • RAG
  • OCR

Frequently asked questions

Will AI replace our employees?

The goal is to free people from routine tasks so they can focus on work that requires judgement and care. In most projects teams take on more work without growing.

Is our data safe?

We use business versions of the models with contractual guarantees, or models hosted in our data centres in the EU. Your data is not used for training.

How quickly will we see results?

The pilot is usually ready within a few weeks and shows a measurable effect.

What if the AI makes a mistake?

That is why there is a human in the loop and verification rules. Agents show what they base their decision on, and doubtful cases are routed to an employee.

Enquiry

Request a quote for “AI automation and agents”

Briefly describe your needs. You will get a reply within one business day and, if needed, a meeting in person or online.

  • Free initial consultation
  • Fixed price and clear deadlines
  • Contract, invoice and warranty