A greenhouse at golden hour with wisteria and peonies, where small robots tend the garden among constellation lines.

AI automation, consulting & systems design

Thoughtful systemsthat grow with you

I help founders, operators, and small teams trade fragile spreadsheet workflows for custom systems they actually own. AI operations, custom software, and the websites around them.

What I do

Living systems

Three roots, one through-line. Different surfaces, same belief: if it matters, it should work when it counts.

AI Consulting

Operational systems for firms that outgrew spreadsheet sprawl and need clean execution.

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Keiter & Co.

Custom ordering, booking, and loyalty that small businesses own instead of rent, plus the website around them.

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Building Out Loud

Real notes from the middle of the work. No polish, no sponsorships, no hot takes.

Read the journal

Roots first. The visible part is only ever as good as the system underneath it.

Recent work

Things I built that actually run.

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Multi-agent AI

IMHub and the Copilot agent fleet

A production multi-agent platform shipped into Microsoft Federal. Nine agents and a Python pipeline working as one system, with guardrails and audit controls.

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Case study

CRA Enterprise AI

AI case review automation. A four hour review becomes twenty five minutes. Fifty one features, built in one week using agentic methods.

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Product

Strata

An AI operations dashboard for boutique specialty accounting firms. Local first, quiet, and built to be owned.

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From the journal

Building out loud.

Real notes from the middle of the work. No polish, no sponsorships, no hot takes.

All entries An open handmade journal with deckled pages and a single pink tulip resting across it.

Working on something that needs a system behind it?

If your team is running hard and still stuck in manual loops, we should talk through the workflow.

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