When off-the-shelf AI isn't enough, I build what is.
Some problems don't have a tool you can just buy. I scope the challenge, design the approach, and build it myself — custom AI tools, agents, and automations that fit your business and actually ship.
Software built around AI — not bolted onto it
The work spans whatever the problem needs. A few of the things I build most often:
Internal AI tools
Purpose-built tools that put AI to work on your specific workflow — the thing no off-the-shelf product does the way you actually need it done.
AI agents
Agents that carry out real, multi-step work end to end — designed with the right feedback loops and guardrails so they're dependable, not just impressive in a demo.
MCP servers & integrations
Connect AI to the systems you already run — your codebase, Jira, internal databases, third-party APIs — so it acts on real context instead of copy-paste.
Workflow automations
Automate the repetitive, judgment-light work that quietly eats your team's week, with AI handling the parts that used to need a person in the loop.
From a problem on your backlog to a solution that ships
A focused engagement with a clear path — no open-ended retainer, no hand-wavy roadmap.
Scope
We start with the actual problem — what it costs you today, what 'solved' looks like, and whether a custom build is even the right call. If it isn't, I'll tell you.
Design
I map the approach — architecture, where AI fits, where humans stay in the loop — and agree it with you before any real code is written.
Build
I build it, with something working and testable in your hands early. Then we tighten it against real usage instead of guesses.
Hand off
The solution ships into your environment with the documentation and walkthrough your team needs to own it — not a black box only I can run.
Have a problem worth solving?
Book a call and walk me through it. We'll figure out together whether a custom build is the right move — and if it is, what it would take.
Not sure you need something custom yet? Many teams start by getting more out of the AI tools they already have. See the Embedded AI Program →





