Engagement Models
Choose the level of partnership based on your situation — whether you're starting something new, improving an existing system, or need ongoing technical support.
All models are designed for fast, focused execution using AI — without the overhead of a team.
Different situations require different levels of involvement.
The goal is always the same: move fast, reduce risk, and build something that holds up over time.
New System Build
From idea, concept, or early version to a working, production-ready system
Whether you're starting from scratch or rebuilding something early, this is where we establish a strong foundation.
- Define structure and approach before building begins
- Full-stack development from architecture to deployment
- Strategic technical decisions aligned with business goals
- Production-ready system built for real-world use
- Documentation, monitoring, and clear iteration paths
Built using a combination of strong system design and AI-accelerated execution — allowing faster delivery without sacrificing quality.
Businesses or founders starting something new — or those with an early version that needs to be built properly.
System Upgrade
Fix, restructure, and unlock what's already built
- Technical audit of the existing system
- Clear plan for improvements and restructuring
- Incremental changes without disrupting operations
- Eliminate bottlenecks and technical debt
- Establish patterns for easier future development
Using AI to quickly analyze systems, identify bottlenecks, and implement targeted improvements.
Businesses with an existing system that's slowing them down, limiting growth, or becoming hard to work with.
Technical Partnership
Ongoing support for systems that require consistent, high-level decisions
- Ongoing technical strategy and system design
- Support for critical features and infrastructure
- Code review and architectural decisions
- Guidance for development practices and growth
- Availability for high-impact decisions
Combining senior-level execution with AI to move faster and maintain quality without expanding the team.
Businesses that need ongoing technical leadership and execution without building a full internal team.
This is premium work for businesses that understand the value of getting systems right.
You work directly with someone responsible for both decisions and execution — supported by AI to move faster without adding complexity.
I take on a limited number of partnerships to ensure focus and quality.
If there's alignment, we'll define the structure based on your situation.
If your system matters, it's worth doing this right.
Apply for the right engagement