AI That Actually Works in Production

Most organizations know they need to leverage AI but don't know where to start. I help you design, build, and ship AI-native software — not run experiments that never leave the notebook.

Trey Overton

Where AI Meets Engineering


AI Strategy & Architecture

Assess where AI can create real value in your product or operations. Design architectures that are production-ready from day one — not proofs of concept that can't scale.

LLM Pipelines & RAG Systems

Build retrieval-augmented generation systems, embedding pipelines, and semantic search infrastructure. Make your data accessible through natural language without sacrificing accuracy or control.

Agent & Automation Design

Design agentic systems using the Model Context Protocol (MCP) and modern orchestration patterns. Automate complex workflows with AI agents that integrate with your existing tools and data.

When You Need an AI Architect


You Know AI Matters, But Not Where to Start

Your team is capable, but nobody has built production AI before. You need someone who's done it to design the approach and get you moving.

Your AI Proof of Concept Won't Scale

The demo works, but it's held together with duct tape. You need an architecture that handles real traffic, real data, and real users.

AI in Your Product, Not Just Your Pitch Deck

Investors want to see AI capabilities. Customers want to experience them. You need someone who can make it real, not just talk about it.

"You don't need someone to tell you AI is important. You need someone who can sit down with your team and build it."

Why Trey Overton


Ready to Make AI Work for Your Product?

Tell me what you're building. I'll tell you where AI can make a real difference — and where it can't.

Trey Overton

Trey Overton

Founder & Principal trey@heatherstone.com 425.301.2423 LinkedIn →