Forward-Deployed AI Engineering

AI That Knows Your Business

I build context-graph AI systems that capture decisions at the moment they happen, turning tribal knowledge into institutional memory. Production-grade. Weeks, not months.

The Execution Path Advantage

Capture the Why, Not Just the What

Most AI reconstructs context from scattered data: Slack, email, CRM exports. By the time it's assembled, the why is lost.

I build systems that sit in the execution path, capturing decisions at the moment they happen, with full context of who, what, when, and why. The result: tribal knowledge that compounds into institutional memory.

Decision Capture

Every significant action logged with reasoning. "Why did the team adjust those hours?" becomes instantly answerable.

Precedent Search

"How did we handle this before?" stops being tribal knowledge. Every past decision becomes searchable precedent.

Compounding Intelligence

The system gets smarter with every operation. Your competitive moat deepens over time.

The Difference

Why traditional approaches fail and how we do things differently

The Old Way

  • ×Months of discovery before any code is written
  • ×POCs that never make it to production
  • ×Offshore teams with 12-hour feedback loops
  • ×Over-engineered solutions that miss the point
  • ×Agencies that sell, then disappear

How I Work

  • Working software in the first week
  • Production-first mindset from day one
  • Embedded in your timezone and tools
  • Simple solutions to complex problems
  • Founder who builds alongside you

What I Build

Production AI systems with integrated context graphs

Multi-Agent Orchestration

Agent architectures built on context graphs. Multiple agents sharing full operational awareness - your tribal knowledge encoded into every decision.

Process Automation

End-to-end automation with decision capture. Every action traceable, every exception handled, every lesson learned.

AI-Powered Tools

Internal tools that know your business. 'How did we handle this before?' becomes instant, not tribal.

System Integration

Context graphs connecting your entire stack. CRM, ERP, project tools - unified into actionable intelligence.

How I Work

Fast, focused, and forward-deployed

01Week 1-2

Discovery

I embed with your team to understand workflows, pain points, and what 'done' looks like.

02Week 3-6

Build

Rapid iteration on production systems. Daily deploys, continuous feedback, working software.

03Week 7+

Deploy

Go live with monitoring and ongoing support. Systems that get smarter over time.

Ready to build something real?

Let's talk about your operations and see if it's a good fit. No sales pitch. No technical expertise required. Just a conversation about your challenges.

Book a Call