Vibe coder → Builder → Architect
Stop using. Start building. Think architecturally.
There's a better way to build GTM systems. Understand WHY before WHAT. Know when to use tools, when to build, and how to create what doesn't exist yet.
Three Core Promises
Understanding
You already can think like an engineer. I will show you how.
Awareness
There is a better way to build GTM systems. I will show you how.
Clarity
I will keep you 6 months ahead of the market without noise.
The Uncomfortable Truth
Why you're stuck building in low-code tools and don't even realize it's holding you back
You already think like a programmer. You just don't realize.
The transformation isn't learning alien concepts. It's recognizing the patterns you already use:
Your Clay table logic = Functions
Your Notion relations = Object relationships
Your workflow connections = APIs
Your template systems = Classes
The Three Core Technical Transformations
1. Using APIs → Building APIs → Orchestrating API Systems
Today:
"I only use N8N for automation""I only use other people's APIs. I only use N8N for all automation"
Tomorrow:
"I built an MCP server that orchestrates 3 APIs with my own database""I built an MCP server that orchestrates 3 APIs to create intelligence. One is my own Supabase database. It actually creates a ton of value for me, because in this instance, it is the right tool for the job."
2. Copy-paste scripts → Production applications → Scalable systems
Today:
"I vibe code in Cursor and pray""I vibe code in Cursor and pray. I have a Python script that sometimes works"
Tomorrow:
"I deploy production apps handling 10,000 operations daily""I deploy production-grade apps that handle 10,000 operations daily. I understand why it works. I know when to use off the shelf low code and when to build custom because I understand trade offs."
3. Following workflows → Building workflows → Architecting intelligent systems
Today:
"Clay to HubSpot took 2 hours to debug""I connected Clay to HubSpot. It took me 2 hours to map everything and debug"
Tomorrow:
"I connect apps with code in 30 mins. I architect multi-agent systems""I connect apps using code. It took me 30 mins. I can reuse this pattern. I architect multi-agent systems that make strategic decisions"
Built for Real-World Use
Production-ready tools and in-depth workshops to accelerate your transformation from user to builder to architect.
Developer Tools
Workshops
REAL FEEDBACK FROM REAL PEOPLE

Jordan leveraged our Snowflake MCP to supercharge his Permissionless Value Prop Playbook in Clay

Rees deployed our Smartlead MCP sever to 10x his campaign iteration tempo by scaffolding entire campaigns in 60 seconds

Mitchell is testing our EmailBison server to deepen his analytics by agentically querying A/B test results