n8n AI Workflow Orchestration
The orchestration layer between your AI models and your business logic. Self-hosted, no per-execution pricing, and we know how to make it work.
Automation That Stays Yours
AI models are powerful in isolation. The hard part is wiring them into your actual business: triggering the right model at the right time, routing its output to the right system, and handling the cases where it gets confused. n8n is the orchestration layer that connects AI to everything else -- on your infrastructure, with no per-execution pricing.
We've helped teams replace $2,000/month Zapier bills and fragile custom glue code with n8n workflows that chain AI steps, transform data between models, and feed results into CRMs, databases, and notification systems. The tradeoff: n8n requires real setup and real skill. That's where we come in.
Our n8n Services
AI Workflow Design & Implementation
We map where AI fits in your business process, then build n8n workflows that trigger models, route their outputs, and handle the cases where confidence scores are low or responses need human review.
AI Model Integration
n8n has 400+ connectors, but connecting to OpenAI, Anthropic, or your fine-tuned models is just the start. We build the orchestration logic: prompt construction, response parsing, fallback chains when a model call fails or returns garbage.
AI Output Transformation
LLM output is unstructured by default. We write the parsing, validation, and transformation logic that turns raw model responses into structured data your systems can actually use -- JSON, database records, API payloads.
Self-Hosted Deployment
Running n8n in production isn't as simple as docker-compose up. We handle proper deployment on your infrastructure, with backups, monitoring, SSL, and resource limits configured correctly. Your AI workflow data never leaves your servers.
Error Handling & AI Fallbacks
AI calls fail. Models hallucinate. Rate limits hit. We build retry logic, model fallback chains, confidence thresholds, and human-in-the-loop escalation paths so your AI workflows degrade gracefully.
Migration from Cloud Tools
Moving from Zapier or Make to n8n saves money and unlocks real AI orchestration -- multi-step chains, conditional model routing, and custom logic that cloud tools can't handle. We manage the migration and usually improve the workflows along the way.
n8n Integration Ecosystem
Integrations
- Airtable
- Google Workspace
- Slack
- HubSpot
- Salesforce
- PostgreSQL
Triggers
- Webhooks
- Cron Schedules
- File Watchers
- API Polls
- Queue Listeners
Data Processing
- JavaScript
- JSONata
- SQL
- Python
- HTTP Requests
- Function Nodes
Deployment
- Docker
- Kubernetes
- AWS
- DigitalOcean
- Railway
- Self-Hosted
Databases
- PostgreSQL
- MySQL
- MongoDB
- Redis
- Airtable
- Google Sheets
Communication
- Slack
- SMS
- Discord
- Microsoft Teams
- Telegram
Why n8n?
You Own It
n8n runs on your servers. Your data never leaves your infrastructure. No vendor can raise prices, change terms, or shut down the service you depend on.
400+ Integrations Built In
Most common services have pre-built nodes. For everything else, there's the HTTP Request node and our custom integration skills.
Visual Editor That Works
Drag-and-drop workflow building with live data preview. Non-developers can understand what's happening; developers can work faster.
Code When You Need It
Hit a wall with visual building blocks? Write JavaScript or Python inline. n8n doesn't force you into a no-code box.
Why Choose Convective?
We've Done This Before
Hundreds of n8n workflows across different industries. We know which patterns work, which nodes are flaky, and where the documentation lies.
Custom Node Development
Your internal API doesn't have an n8n connector? We'll build one. Clean code, proper error handling, documentation included.
Infrastructure That Doesn't Fall Over
We set up n8n properly: database backups, health monitoring, resource limits, security hardening. Production-ready, not tutorial-ready.
Knowledge Transfer
Building workflows your team can't maintain defeats the purpose. We train your people and document everything so you're not dependent on us.
Trusted by Industry Leaders
Where Should AI Plug Into Your Workflow?
Tell us about the process that eats up your team’s time. We’ll tell you where AI fits, how n8n orchestrates it, and what it would take.