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AI agents and bots

For businesses where people spend hours doing the same thing in chats, spreadsheets and email.

Services

Plain words first, with the technical names in brackets for those who need them.

  • AI-powered Telegram botsThey understand text, screenshots, photos and PDFs, ask when something is missing, and answer based on your data.
  • Bots for the routine (AI agents)They triage requests, prepare reports and answer customers. A human approves the important decisions.
  • IntegrationsYour bank, spreadsheets, CRM, email and internal systems.
  • AI that knows your data (MCP)The agent works with your documents, database and instructions within the permissions you grant.
  • An assistant for outages (AI for DevOps)An agent reads alerts, logs and dashboards, helps find the cause and suggests possible fixes.
  • Low-cost hostingYou pay for real usage, not for an idle server (serverless).
  • Claude
  • ChatGPT
  • MCP
  • Telegram
  • Serverless

Technologies

AI agents and bots
  • Claude
  • ChatGPT
  • MCP
  • Agent SDK
  • search over your documents (RAG)
  • Telegram Bot API

These are the tools I reach for most often, not a limit. If your team already has its own stack, I work with it; if not, I pick whatever will be easiest for you to maintain.

Case studies

AI and automation

When the routine can go to a machine and people keep the decisions.

AITelegramOwn product

An AI bookkeeper for a 545-apartment building

Residents chip in for a backup generator and post about it in the group chat. Someone used to spend evenings reconciling it all in a spreadsheet. Now the bot reads the messages, screenshots and PDF receipts, matches bank payments against the statement, asks when something is missing, and answers "what was the money spent on in September?" with figures from its database.

Contributions for 545 apartments tracked with almost no manual entry, and bank payments matched against the statement.

AIEdTech2024 – now

AI assistants for an engineering team

I bring AI agents into engineers' daily work. Through MCP the agents see logs, metrics and the knowledge base, and help investigate problems.

Finding the cause of a problem gets easier: the agent gathers data from different systems itself.

Automation2021 – 2024

Bots that take routine off developers

A code repository bot, an automatic library update bot, and scripts that replaced manual operations.

Part of the routine people used to do by hand now runs automatically.

Pricing

"From" prices depend on scope. I give the exact figure after the intro call and fix it in the contract before we start.

AI agents and bots

  • AI-powered Telegram botAnswers questions based on your information, takes requests, reads photos and PDFs. Low-cost serverless hosting.

    from $500

  • AI that knows your data (MCP)An agent works with your database, documents or logs, within the permissions you grant.

    from $700

  • AI agent with integrationsWorks with your CRM, spreadsheets, bank and systems. A human approves the important decisions.

    from $1500

FAQ

How much does an AI bot cost?

From $500 for a bot that answers based on your information and takes requests, and from $1500 for an agent integrated with a CRM, spreadsheets or a bank. I give the exact figure after the intro call. Serverless hosting is cheap for most bots because you pay only for usage. AI model requests are billed separately as you use them.