Creative Codes

Automation · AI Workflows

Workflows that think.
Not just follow rules.

Traditional automation runs if-then logic. Ours calls ML models, handles exceptions intelligently, and adapts based on data. Built with n8n, Make, and custom Python.

15+ workflows in productionn8n self-hosted builds

Part of Automation services →

ai_workflow.graphrunning

webhook trigger

POST /leads/inbound · fires in real-time

transform + validate

normalize, deduplicate, enrich

ML: score and routeAI

LangGraph decision node · classifies intent

qualified

crm update + notify rep

nurture

enroll in follow-up sequence

+ retry on failure · dead-letter queue · slack alert if all retries fail

Beyond simple automation

What happens when the logic gets hard.

Zapier connects A to B. That's fine for simple tasks. But what happens when the data needs cleaning first? When the routing decision depends on 12 variables? When the workflow needs to retry with different parameters if the first attempt fails?

We build automation that includes ML decision nodes, intelligent error handling with retry logic and fallbacks, data transformation pipelines, and monitoring that alerts you before things break rather than after.

Tools we use

The right tool for the complexity level.

n8n

Primary orchestration. Self-hosted on your infrastructure, unlimited executions, custom code nodes for complex logic.

Make

Cloud-hosted option when clients prefer managed infrastructure over self-hosting.

Python

ML decision nodes, heavy data processing, and complex business logic that automation platforms can't express cleanly.

Temporal

Durable, long-running workflows that survive process restarts, server failures, and multi-day operations.

Have a workflow that needs more than Zapier?

Tell us the trigger, the logic, and what actions need to fire. We scope it after a free call.

Book a discovery call

Have a workflow that outgrew Zapier?

Tell us the trigger and what it needs to do. We'll scope the build.

Start an automation project