Automation · AI Workflows & n8n

Autonomous AI workflows built for real business.

Stop copy-pasting data between five separate tools. We engineer deterministic n8n workflows and multi-model AI agents that qualify leads, draft proposals, route customer inquiries and run operations 24/7.

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n8n Engineering
AI Agents
CRM Sync
WhatsApp Bots
Multi-Model Routing
Autonomous Workflows

Production Architecture

Deterministic AI agents in production.

Pair multi-model routing with explicit logic, self-hosted n8n nodes, and human approval gates.

Self-Hosted n8n • Production v1.82

ai_tools_agent_production.json

Active • Ready for executions

Webhook

GET

AI Agent Tools Agent

Model Memory Tool Output Parser

Google Gemini Chat Model

Proxmox API Documentation This is Proxmox API Do...

Proxmox API Wiki Get API details from Pro...

Proxmox Details of existing Prox...

Auto-fixing Output Parser

Groq Chat Model

Structured Output Parser

Switch mode: Rules

GET POST DELETE

Get properties

Structure Response

Post URL

Delete/Return

true false

Delete URL

Return output

Execution Log

Inbound GET: /api/v1/agent → AI Agent [Gemini + Proxmox Tools] → Switch: GET → 200 OK (Structure Response, 184ms)

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What you get

Self-hosted or cloud n8n infrastructure with zero per-task SaaS markup
Autonomous multi-model AI routing (Claude 3.5 Sonnet, Gemini Thinking, GPT-4o)
Lead capture from web, WhatsApp and email synced straight into your CRM
RAG knowledge bases that let AI agents answer client questions with internal facts

Deliverables

Workflow architecture blueprint and data flow diagram
Production n8n deployment with error monitoring and retries
Custom webhook and API integrations (Postgres, Supabase, Zoho, HubSpot, WhatsApp)
Deterministic prompt engineering with structured JSON schema outputs
Human-in-the-loop approval triggers for sensitive actions
Team training and complete documentation handover

FAQ

AI Workflows & n8n: common questions

What is n8n, and why do you use it instead of Zapier or Make?

n8n is an open, fair-code workflow automation tool that can be self-hosted on your own infrastructure. Unlike Zapier or Make which charge steep per-task fees, n8n gives you complete data privacy, unlimited executions, and native support for multi-model AI agents.

Can AI agents make mistakes in production?

We design deterministic workflows with strict output validation, JSON schema enforcement, and human-in-the-loop approvals for high-stakes decisions. The AI handles the cognitive processing, while n8n guarantees the logic rules.

Can you integrate n8n with WhatsApp and our CRM?

Yes. We frequently connect WhatsApp Cloud API, HubSpot, Zoho CRM, Google Sheets, Slack, and custom databases to automate lead capture, instant qualification, and automated appointment booking.

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