No subscriptions. No vendor lock-in. No black box. Every system we build is yours — the code, the infrastructure, the documentation. We hand it over and you run it.
A proven methodology that delivers speed without sacrificing quality or ownership
I start with n8n, a visual workflow builder that lets us validate concepts before investing in production code.
Once validated, I convert to production-grade code with proper architecture and engineering best practices.
You receive complete ownership. No vendor lock-in, no subscriptions, no dependencies on me.
| Approach | No-Code Only | Code Only | My Hybrid |
|---|---|---|---|
| Speed to Validate | Fast | Slow | Fast |
| Production Quality | Limited | Professional | Professional |
| Client Ownership | Lock-in | Full | Full |
| Maintainability | Visual UI | Requires devs | Documented |
| Version Control | None | Full Git | Full Git |
| Automated Testing | Manual only | Yes | Yes |
| Cost Model | Monthly forever | High upfront | One-time |
The best automation systems start fast and scale forever. That's why I prototype in hours, then productionize for ownership.
From Weekend Prototype to Production System
# services/ # Each service has one job # Easy to test, modify, replace services/ brand_context.py # Google Drive content_generator.py # Claude AI hubspot.py # HubSpot API
class BrandContextProvider(ABC): @abstractmethod def get_brand_context(self): pass # Today: Google Drive # Tomorrow: Notion, S3, SharePoint
Let's prototype your idea in n8n, validate it works, then productionize it as code you own forever.
GETTING STARTED
Most clients start with one system. The first project is designed to deliver a measurable result quickly — so you can evaluate the work before committing to anything larger.
We connect to your HubSpot read-only and return a branded report showing dirty data patterns, at-risk deals, and automation gaps. No commitment required.
Based on the scan, we propose one focused system. Typical first-project range: $3,000–$8,000 depending on scope. Usually a normalization engine, lead qualifier, or campaign auditor.
Built in n8n for rapid iteration, hardened in Python for production ownership. You get source code, documentation, and a runbook. Delivery: 2–4 weeks.