Build advanced AI automation and agentic workflows with n8n experts trusted since 2016
We architect, build, and maintain production-grade n8n workflows that connect your systems, power AI agents, and automate complex operations — from simple integrations to full agentic AI pipelines with RAG, memory, and multi-step reasoning.
We go beyond basic automation. Our work combines AI agents, Retrieval-Augmented Generation (RAG), agentic AI architecture, MCP integration and deep n8n expertise to deliver secure, scalable, and maintainable automation solutions that support long-term growth.
Why n8n — and Why It’s More Than an Automation Tool
n8n is a powerful, code-optional workflow automation platform that goes far beyond connecting apps. Where most automation tools stop at triggering actions between SaaS products, n8n serves as a full AI workflow engine — capable of running AI agents, orchestrating multi-step reasoning, managing memory, and executing complex business logic with precision.
Organizations choose n8n when they need:
- Self-hosted or cloud deployment — run workflows inside your own infrastructure for security, compliance, or cost control
- Full technical flexibility — custom JavaScript/Python code nodes, API calls, and logic that no-code tools can’t handle
- AI-native architecture — purpose-built for LLM integration, vector search, RAG pipelines, and agentic workflows
- Horizontal scalability — decouple workflow triggering from execution using Queue Mode and Redis as a job store, with multiple worker processes pulling jobs asynchronously; eliminates bottlenecks, improves reliability, and keeps high-volume workflows responsive under load
- Production-ready database architecture — self-hosted production deployments run on Postgres rather than SQLite, providing the concurrency, reliability, and data integrity required for mission-critical workflows at scale
- Cost efficiency at scale — no per-task pricing; run high-volume workflows without runaway costs
- Enterprise-grade reliability — error handling, retry logic, sub-workflows, and execution history built in
What We Build in n8n
AI Agents & Agentic AI
We build autonomous AI agents that reason, plan, and act — not just respond. Our agentic workflows use n8n to orchestrate multi-step decision chains, tool use, memory retrieval, and conditional execution across complex business processes. These aren’t chatbots. They’re systems that work.
RAG-Powered AI Assistants
We design and build Retrieval-Augmented Generation pipelines that make your knowledge base conversational. Whether it’s a website, internal documentation, product catalog, or support library — we build the full ingestion and retrieval architecture in n8n, grounded in your content, with no hallucination. Our own website AI assistant is a live example, built on n8n with a three-signal hybrid search architecture using Supabase, OpenAI, and Firecrawl.
MCP Integration
n8n’s native MCP Client and MCP Server nodes make it one of the most capable platforms for building production-grade AI agent workflows. We implement MCP-connected agents in n8n that interface with external tools and services — including platforms like Slack, Notion, and custom internal systems — using the Model Context Protocol standard. This approach gives AI agents dynamic tool access without hardcoded integrations, making workflows easier to extend as your needs grow.
Workflow Automation & Systems Integration
The same integrations you’d expect from any automation platform — lead routing, CRM sync, onboarding, reporting, notifications — but engineered with proper error handling, sub-workflow architecture, and long-term maintainability in mind.
Common engagements include AI agent orchestration, RAG knowledge base assistants, lead enrichment and CRM automation, AI-powered document and data processing, customer onboarding workflows, internal operations and reporting, and system-to-system integrations across your full tech stack.
n8n Case Studies
The following case study highlights how Step 7 builds production-grade n8n workflows that combine AI, automation, and systems integration to deliver measurable results.
n8n Features We Work With Daily
We don’t just connect apps — we build sophisticated, production-ready automations using n8n’s full feature set. If your workflow requires it, we’ve built it.
- n8n AI Assistant for Website with RAG and Hybrid Search
How Step 7 built a production RAG-powered AI assistant on our own website using n8n, Supabase hybrid search, OpenAI, and Firecrawl — auto-updated on every page change, with three-signal retrieval for exact keyword and semantic accuracy.
→ n8n AI Assistant for Website with RAG & Hybrid Search
40+ SaaS Platforms We’ve Integrated — and Counting
From Salesforce and HubSpot to QuickBooks, Shopify, and PipeDrive, we’ve built complex n8n automations across leading SaaS platforms — connecting the tools your business already depends on.
Visit our n8n & Zapier Integration Directory page for the full directory. And if your platform isn’t listed, we can typically support it quickly.
Frequently Asked Questions
What does an n8n consultant do?
An n8n consultant designs, builds, and maintains automated workflows and AI pipelines that connect your business systems and eliminate manual work. At Step 7, we go beyond basic integration — we build AI agents, RAG pipelines, and agentic architectures that put your data to work and automate complex, multi-step business processes.
How is n8n different from Zapier?
Zapier is the right choice for organizations that want a managed, user-friendly platform with broad app support and minimal technical overhead. n8n is the right choice when you need greater flexibility, self-hosted control, AI-native architecture, or deeper technical customization — including RAG pipelines, AI agents, vector search, and code-level logic that Zapier can’t support. We work with both and recommend the platform that best fits your needs.
What is RAG and why does it matter for automation??
Retrieval-Augmented Generation (RAG) is an AI framework that grounds LLM responses in your actual content — documents, databases, websites, or knowledge bases — instead of relying on general training data. In n8n, we build the full RAG pipeline: content ingestion, vector embedding, hybrid search, and AI response generation. The result is an AI assistant that answers accurately from your data, stays current automatically, and never fabricates information.
What are agentic AI workflows?
Agentic AI workflows go beyond simple trigger-action automation. An AI agent can reason about a task, decide what steps to take, use tools, retrieve information, and execute multi-step processes autonomously. In n8n, we orchestrate these agents with proper memory, error handling, and business logic — building systems that work reliably in production, not just in demos.
How much does n8n consulting cost?
Engagements vary based on workflow complexity, number of systems involved, and the level of AI integration required. Most engagements begin with an AI Automation Assessment — a fixed-scope, flat-fee engagement that identifies your highest-impact automation opportunities and delivers a clear implementation roadmap before any build work begins.
Do you self-host n8n or use n8n Cloud?
Both. We work with self-hosted n8n deployments (Docker, cloud VMs, or your existing infrastructure) and n8n Cloud depending on your security, compliance, and operational requirements. Self-hosted is often the right choice for organizations handling sensitive data or operating under strict compliance requirements.
Do you provide ongoing support after the automation is built?
Yes. Production automation requires monitoring, maintenance, and optimization as your business evolves. We offer ongoing support services to keep your n8n workflows running reliably — and to extend them as new requirements emerge.
Where do we start if we’re interested in Zapier consulting?
Most engagements begin with a free 30-minute consultation to discuss your goals and determine whether an AI Automation Assessment makes sense as a starting point. The assessment is a fixed-scope, flat-fee engagement that identifies high-impact automation opportunities and delivers a clear roadmap — giving you confidence before committing to build.
Why Choose Step 7 Consulting
We don’t just implement — we architect and engineer n8n automation and AI systems that deliver measurable results. With nearly a decade of experience in workflow automation, AI integration, and systems architecture, we build solutions that are engineering-driven, scalable, and production-ready.
Our own website AI assistant — built on n8n with RAG, hybrid search, and agentic architecture — runs live on this site. We build what we sell.
Let’s build an n8n automation solution that connects your systems, powers your AI workflows, and scales with your business.
