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Tamas Demeter

Four service areas, depending on what you need.

AI agents, AI-powered automation, operational systems, and team training. Pick the area you need or combine them across an engagement.

01

AI Agent

Autonomous workflows

You define the objective and the guardrails. The agent pulls context, decides, and acts through tool calls. Human-in-the-loop checkpoints sit on the steps where mistakes are expensive.

What I build

LLM agents wired into your CRM, inbox, and ops stack

Multi-step runs with memory and state across sessions

Approval gates for outreach, proposals, or external sends

Cost and latency monitoring instrumented from day one

02

AI-Powered Automation

Pipelines with AI inside

Deterministic workflows where AI handles one or two specific decisions. Built for high volume and narrow decision boundaries. Reliable, observable, easy to maintain.

What I build

Document and CV processing pipelines with extraction, scoring, routing

Meeting prep systems pulling CRM, email, and call history into one brief

Inbound triage and impact scoring for product and support teams

Churn recovery and stalled-deal flows triggered on real signals

03

Operational Systems

Notion, ClickUp, n8n

The project management, knowledge, and reporting layer your business runs on. Sized to your team, not a template. Built so your operators own it after handoff.

What I build

Custom Notion or ClickUp workspaces with role-based views

Roadmap and scope-discipline structures product teams stick to

Reporting dashboards leadership trusts

Documentation, SOPs, and onboarding paths your team owns

04

AI Training & Coaching

Your team runs it itself

Your team learns to lead this work without a permanent contractor. Workshops, apprenticeships, and 1-on-1 coaching grounded in your actual workflows.

What I build

Apprenticeship curricula (UK Level 4, 12-month format)

Half-day and full-day team workshops on n8n, Notion, and AI tools

1-on-1 founder coaching aligned to your roadmap

Training material built around your real systems and data

Pick the model that fits where you are.

Learn the system yourself, have me Build it for you, or Partner with me long-term. Every service area runs through one of these three engagement models.

Have a problem in one of these areas?

Tell me what is going on and I will tell you what I would do about it. No obligation.