// AI Agents Protocol
AI Agents.
Autonomous systems that work for you.
Not a chatbot. Not a copilot. An AI agent plans autonomously, uses tools, makes decisions, and executes multi-step workflows on its own. We build these systems — production-ready, GDPR-compliant, on your servers.
// Evolution
Chatbot vs. Copilot
vs. AI Agent.
Chatbot / Copilot
AI Agent
The core: An AI agent uses the ReAct pattern — Reason (think), Act (execute), Observe (evaluate), Loop (repeat). Orchestrated by LangChain or LangGraph, an agent can decompose complex tasks into subtasks and process them sequentially.
// Use Cases
AI Agents
for every department.
Customer Service Agent
24/7 ticket handling, intelligent routing, knowledge base access. Resolves level-1 requests autonomously and escalates only when needed. Integration with Zendesk, Freshdesk, Intercom.
Marketing Agent
Content creation, campaign management, A/B test evaluation, performance reporting. Learn more on our Agentic Marketing page.
Sales Agent
Lead qualification, CRM maintenance, follow-up sequences, meeting scheduling. The agent scores leads, enriches data, and prioritizes the sales funnel.
Operations Agent
Process automation, system monitoring, anomaly detection, automated reporting. Runs via n8n workflows on your servers.
Research Agent
Market analysis, competitive intelligence, data extraction, trend monitoring. Searches sources, aggregates data, and delivers structured insights.
Code Agent
Code review, automated testing, deployment pipelines, documentation. Supports development teams with repetitive engineering tasks.
// Architecture
How we build
AI Agents.
LangChain, LangGraph, n8n
APIs, DBs, Web, Mail, Slack
Docker, EU Servers, GDPR
Use Case & Scope
What tasks should the agent handle? What tools does it need? What does the ideal workflow look like? We define the scope together — more about our consulting approach.
Architecture & Tech Stack
LLM selection, orchestration framework, tool integration, memory strategy. Open source where possible, commercial APIs where necessary.
Build & Test
Iterative build: agent logic, prompt engineering, tool connections, guardrails. Testing with real data and edge cases.
Deploy & Monitor
Deployment on your infrastructure. Monitoring, logging, alerting. The agent works autonomously — you maintain full control.
Scale & Optimize
Connect new tools, launch additional agents, build multi-agent systems. Continuous optimization based on real performance data.
// FAQ
Frequently Asked Questions
About AI Agents.
What is the difference between a chatbot and an AI agent?
A chatbot responds to inputs with predefined answers. An AI agent plans autonomously, uses tools (APIs, databases, web), makes decisions, and executes multi-step workflows — e.g., analyzing a customer inquiry, looking up data in the CRM, developing a solution, and sending a personalized response.
What tasks can an AI agent handle?
Repetitive, rule-based, or data-intensive tasks: customer service (24/7 tickets), marketing (content, campaigns), sales (lead scoring, CRM), operations (monitoring, reporting), and research (market analysis, data extraction).
How long does AI agent development take?
Simple agents (FAQ bot with knowledge base): 1-2 weeks. Complex multi-agent systems: 4-8 weeks. We work iteratively — the first functioning agent often stands after a few days.
Are AI agents GDPR-compliant?
Yes — with the right architecture. We use EU hosting, self-hosted LLMs (Mistral, Llama via Ollama), data processing agreements, and data minimization. More about our GDPR-compliant AI automation.
Can an AI agent work with our existing systems?
Yes. AI agents integrate via APIs: CRM (HubSpot, Salesforce), ERP, databases, email, Slack, Google Workspace. Orchestration runs via n8n or LangChain.
What does an AI agent cost?
Simple agents from 5,000 EUR, complex multi-agent systems 15,000-40,000 EUR. Ongoing token costs typically 50-500 EUR/month depending on volume. We optimize for token efficiency and use open source where possible.
// Start Building
Ready for
autonomous AI?
30-minute Discovery Call — free of charge. We identify the ideal use case for your first AI agent and sketch the architecture.
Book Discovery Call