Service
AI Workflow Automation
Production n8n and Python automations that route data, connect your tools, and run unattended — built with backend discipline, not brittle no-code glue.
- n8n
- Python
- APIs
- Webhooks
The problem
Most automations are easy to demo and hard to keep running. A workflow that works on the happy path eventually meets a timed-out API, a duplicated webhook, or a half-written record — and silently corrupts data or just stops.
Teams end up babysitting fragile no-code flows or copying data by hand because nobody built the automation to survive the real world.
What's included
- Workflow design and build in n8n, Python, or a mix — whatever fits the job
- Integrations across your existing tools via APIs and webhooks
- Error handling, retries, and idempotency so reruns don't double-charge or duplicate
- Observability: logging and alerting so you know when something needs attention
- Documentation and handover so your team can run and extend it
How it works
- 01
Map the workflow
We trace the current process end to end and agree on the triggers, steps, and failure cases before building.
- 02
Build incrementally
I build and test each stage against real data, starting with the happy path and hardening the edges.
- 03
Harden for production
Retries, idempotency, explicit error branches, and alerting so it runs unattended.
- 04
Hand over
Documentation, a walkthrough, and clear ownership so it keeps running without me.
Questions
- Do you work with n8n specifically, or other tools too?
- n8n is my default for most automation work, but I use Python, serverless functions, or custom services when they fit better. The tool follows the problem, not the other way around.
- Can you work with our existing systems?
- Yes — most of the work is integrating tools you already use through their APIs and webhooks. If a system has no API, I'll tell you honestly and propose the most reliable alternative.
- What makes an automation 'production-grade'?
- It handles partial failures, doesn't duplicate work when retried, alerts you when something breaks, and is documented well enough that you're not dependent on me to keep it running.
Need a production-grade backend, integration, or automation system?
Let's turn the workflow into reliable software.