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Your Business Is Unique. Your AI Agents Should Be Too.

We build, train and deploy custom AI agents around your business operations. On your infrastructure, with guardrails you control. Not generic use cases.

Guzur
MRF
Nytro SEO
UNLMTD
Doxy
Gleem
Omnius
Performark
TCG
Productive
Aimfox
Spencer Law
Acaris
Gary Poppins
Databox
Guzur
MRF
Nytro SEO
UNLMTD
Doxy
Gleem
Omnius
Performark
TCG
Productive
Aimfox
Spencer Law
Acaris
Gary Poppins
Databox

Most AI Agents Are Just Chatbots With a Better Name

The market is flooded with demos. Agents that look impressive in a 2-minute video but collapse under real-world conditions. They lack memory, cannot handle edge cases, and have no guardrails. They answer questions. They do not act.

A real AI agent operates autonomously within defined bounds. It makes sequential decisions, calls tools, retrieves context, and escalates to humans when it should, not when it breaks. That is the difference between a demo and a production system. That is what we build.

AI Agents We Build

Every agent is architected across five layers, not just an LLM with a system prompt.

Slack & Telegram Agents

Assistant AI agents that live in your team's communication channels, answering questions, pulling data, triggering workflows, and escalating issues from chat.

AI Voice Agents

Production-grade voice agents for sales qualification, property management, and customer service. Handle inbound and outbound calls autonomously with 74%+ pick-up rates.

Content Writing Agents

AI agents that research, write, edit, and optimize content, blog posts, landing pages, email sequences, autonomously or collaboratively with your team.

Workspace AI Agents

Agents integrated across email, calendar, docs, tasks, and CRM, managing your operational surface area without switching between tools.

Autonomous AI Agents

Fully autonomous agents that orchestrate across 10+ systems, replacing 50%+ of an operational function: onboarding, campaign management, competitive analysis.

Website Building Agents

Agents that build, maintain, and optimize websites autonomously. Create new pages, update content, A/B test layouts, from chat prompts to production.

The Five-Layer Agent Architecture

Anyone can wire an LLM to a tool. We ship agents with architecture that survives production.

01

Trigger

What starts the agent. Slack message, phone call, webhook, schedule, email, or event.

02

Reasoning

The model and its decision logic. Which AI, which rules, which path based on context.

03

Tools & Actions

What the agent can actually do: call APIs, query databases, send messages, update CRMs.

04

Memory & RAG

Context retrieval, knowledge bases, and persistent state across sessions and conversations.

05

Guardrails

Autonomy bounds you control. Escalation rules, audit trails, and what the agent cannot do unattended.

The agency behind production AI agents

Ship Your First AI Agent in Weeks, Not Months

Start with an AI readiness audit. We will map your operations, identify the highest-ROI agent opportunities, and give you a build plan, same call, no commitment.

Guardrails You Control
Self-Hosted Infrastructure
2-4 Week Delivery

Why n8n Lab for AI Agents

Guardrails You Control

Every agent ships with defined autonomy bounds, escalation rules, and audit trails. You decide what it is allowed to do unattended. Full transparency on every action.

Self-Hosted Infrastructure

Your agents run on your infrastructure: on-prem, private cloud, or VPC. No third-party cloud processes your data. SOC 2, HIPAA, GDPR, compliance is built in, not bolted on.

Production-Grade, Not Demo-Grade

Error handling, retry logic, monitoring, and logging are built into every agent from day one. We do not ship demos. We ship systems that survive real-world conditions.

Stack-Agnostic

We build on n8n, OpenClaw, Hermes, Claude Code, RetellAI, Vapi, and more. We match the tool to the problem, honestly. No vendor lock-in, no forced stack.

How We Work

Four phases. Predictable outcomes. No surprises.

Discovery

We map your operations, identify the highest-ROI agent use cases, and define success criteria. Together.

Architecture

We design the agent architecture across all five layers: trigger, reasoning, tools, memory, and guardrails.

Build & Deploy

Your first agent goes from design to production in weeks, not months. On your infrastructure, with audit trails.

Retainer & Scale

Continuous optimization, expansion to new departments, and an escalation path to our engineering team.

The Stack We Build On

The tools, frameworks, and platforms we build agents on.

n8nClaudeGeminiOpenClawHermesClaude CodeRetellAIVapiTwilioElevenLabsSalesforceRAGMCP

FAQ

What is the difference between an AI agent and an AI automation?
An automation follows a defined path, same input, same output. An AI agent makes decisions, adapts its path, calls tools, retrieves context, and can operate across multiple systems with autonomy. We build both, and we help you choose which fits your process.
How long does it take to build and deploy an AI agent?
A first production agent typically ships in 2–4 weeks. Complex agentic systems with 10+ integrations may take longer. We start with a fixed-scope build so you see ROI fast, then expand.
Where does the agent run? Do you have access to our data?
Everything runs on your infrastructure: on-prem, private cloud, or your own VPC. We do not host or process your data on third-party cloud. Your data stays yours.
What guardrails do you put on AI agents?
Every agent ships with explicit autonomy bounds: what it is allowed to do, what requires human approval, and what it must escalate. Full audit trails of every action. You define the rules.
Do you only work with n8n?
n8n is our core orchestration layer, but we build agents with OpenClaw, Hermes, Claude Code, RetellAI, Vapi, and more. We match the tool to the problem, honestly.

Ready to Ship an Agent That Actually Works?

Start with an AI readiness audit. We will map your operations, identify the highest-ROI agent opportunities, and give you a build plan, same call, no commitment.

n8n Lab is an independent service provider. We are not affiliated with, endorsed by, or sponsored by n8n GmbH. “n8n” is a trademark of n8n GmbH and is used here only to describe the platform-specific implementation and automation services we provide.