I build AI into the way your team already works.

Email me about your workflow

Your team keeps the work it knows. The slow, repeating parts go to AI, and a test or a person checks each result before anyone relies on it.

How I build a workflow

  1. Map it.

    I sit with the people who do the work and write down every step, workarounds included.

  2. Pick the steps.

    AI goes where it saves real time and where a mistake gets caught before it matters.

  3. Build it with checks.

    A test or a person checks every AI result before anyone relies on it.

  4. Hand it over.

    Written down and run by your team. If you want me to keep it running, that's a monthly retainer.

I run my own work this way

  • A chief-of-staff system that rebuilds my task list from my notes every cycle, so it can't go stale.
  • A build setup where several AI agents work at once, each in its own workspace, and nothing counts until a script checks it.
  • Meeting transcripts turned into decisions, owners and dates, each one tied back to the line it came from.
  • Claude Code skills I write and share.

What else I can take on

  • Reviewing a production system: the code, how it's deployed, how secrets are handled, and what is most likely to break first. You get written findings with priorities.
  • Moving a system to managed cloud, from an inventory of what runs where to the cutover plan.
  • Data pipelines with quality checks, where raw data comes in and nothing is promoted to the trusted tables until it passes.
  • Taking a product from requirements to production, including the database, releases and support.
  • Connecting AI to the systems a team already uses, such as Salesforce, SharePoint and email.
  • Microsoft 365 and IT work for small firms: account setup, device and security inventories, and sign-in security and compliance paperwork.
  • Security and privacy policies for a small company, short enough that people follow them.

Ways to work together

AI workflow build.

For a team with work that repeats every week: intake, reports, documents, scheduling, follow-ups. We agree the scope and the fee in writing before I start.

Email me about your workflow

App assessment.

For founders who built an app with ChatGPT or Claude and want an independent review before customers rely on it.

See the app assessment

Workshops and talks.

A hands-on session with your firm's own team, built around a task you already do. I also give volunteer talks to business groups, such as a chamber of commerce, a trade association or a peer group of firm owners.

Email me about a workshop or talk

I'm Jared Irish

I founded NotJustLuck.ai in Charleston, SC, after 24 years in the federal government. I build with Claude Code and Codex every day, on my own products and on client work, and I review every change before it ships.

Tell me about the work

Tell me what your team does every week that you'd rather it didn't. I'll tell you whether AI fits, and where.

Email me about your workflow
  • Built an app with ChatGPT or Claude? See the app assessment.
  • I also help professional services firms plan their technology, and I run workshops and talks.