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n8n agentic workflow development.
Autonomous AI in production.

The n8n AI Agent node enables true agentic behaviour: the AI decides which tools to call and in what order.
We build n8n agentic workflows connected to your real business systems.

33
n8n systems in
production
110/mo
Searches for
this
LangChain
Agent framework
supported
5★
All n8n
projects
The problem

What makes a workflow agentic in n8n

A standard n8n workflow follows a fixed path: trigger, steps, output. An agentic n8n workflow uses the AI Agent node to let the model decide the path. The agent receives a task, calls tools from its toolset, evaluates the result, and decides what to do next, iterating until the task is complete.

The key components: a language model (GPT-4o, Claude), a toolset (HTTP requests, database queries, email sending), memory (conversation history or vector store), and an output definition (what done looks like).

n8n agentic workflows

Want to build agentic workflows in n8n?

Book the audit. We design the agent architecture first.

01

Research and enrichment agents

URL to enriched profile in 60 seconds.

Agent receives a company name or URL. Calls web search, database lookup, and enrichment API tools in sequence. Synthesises findings. Outputs a structured profile. Built for BrainLink: URL to enriched profile in 60 seconds.

Tools
  • Web search
  • Database lookup
  • Enrichment APIs
02

Customer support agents

Resolves issues without human involvement.

Agent handles inbound support queries. Calls your knowledge base tool, checks order status tool, processes refund tool if needed. Resolves the issue without human involvement.

Capabilities
  • Knowledge base lookup
  • Order status checks
  • Refund processing
03

Content generation agents

Brief to finished content via tool chain.

Agent receives a brief. Calls research tools, outline generation, content writing, and formatting tools in sequence. Outputs finished content ready for review.

Pipeline
  • Research tools
  • Outline generation
  • Content writing and formatting
04

Operations automation agents

Monitors, assesses, and acts without human input.

Agent monitors for triggers, assesses the situation, decides the appropriate action, calls the relevant tools, and updates your systems, all without human input per decision.

Automates
  • Trigger monitoring
  • Situation assessment
  • System updates
05

Multi-agent pipelines

Researcher, writer, reviewer, publisher, in sequence.

Multiple n8n AI Agent nodes working in sequence: researcher passes to writer, writer passes to reviewer, reviewer passes to publisher. Each agent specialised for its task.

Architecture
  • Specialised agent nodes
  • Sequential handoffs
  • End-to-end pipelines
In production

In production

HVACUS

Goodfellas AC: n8n agentic booking system

n8n agentic workflow handling the full booking chain: voice agent output triggers n8n agent, which decides whether to book, checks ServiceTitan availability, creates the booking, confirms via SMS, and updates GHL. Five-system chain completing in under 10 seconds.

5
Systems in agentic chain
<10s
Full completion
0
Human decisions
EnterpriseUS

BrainLink: n8n AI Agent for lead research

n8n AI Agent with research tools: web search, Apollo API, LinkedIn scraper, and OpenAI summarisation. Agent decides which tools to call based on data quality. Outputs structured enrichment profile and personalised email in 60 seconds.

4
Tools in agent
60s
Task completion
0
Manual steps
FAQ

Common questions about n8n agentic workflow development

The AI Agent node in n8n lets a language model decide which tools to call and in what order to complete a task, rather than following a fixed workflow path.
OpenAI GPT-4o, Anthropic Claude, Google Gemini, and open-source models via Ollama or OpenRouter.
Standard workflows follow a fixed path. Agentic workflows let the AI decide the path based on the task and tool results.
Single-agent workflows start from $1,500. Multi-agent pipelines with tool integrations typically range from $3,000 to $6,000.

n8n agentic workflow development. Autonomous AI in production.

Book the audit. Free.

No pitch decks. Usually back within 24 hours.