AI systems your team will actually keep using

I build applied AI systems for businesses that weren't built around AI, for operators who need more output without more headcount. Human-in-the-loop automation designed around the workflow your team already knows, built to keep working long after launch.

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What I do

  • Compliance & bid automationDocument-heavy ops

    Turn a sprawling compliance library into a system that drafts and assembles bids fast: retrieval over your real documents, structured outputs, and a human approval step before anything goes out. Built for regulated, paperwork-heavy functions.

  • Safety & quality management systemsRegulated operators

    AI-supported Safety and Quality Management Systems for operators who can't bolt a generic SaaS onto a regulated workflow. The system captures how the team already works and routes the right information to the right step, with maintenance built in.

  • AI-literacy onboardingNon-technical teams

    A structured onboarding service that gets non-technical operators genuinely fluent, so the tools you adopt actually get used next quarter, not abandoned after the demo.

How I work

  1. 01
    Capture how you actually work

    Before any model call, I map your real inputs and the process your team already follows, the messy version, not the clean diagram.

  2. 02
    Structure and route

    Fragmented data and documents get structured and routed to the right step, so the system fits the workflow instead of replacing it.

  3. 03
    Orchestrate with a human in the loop

    Multi-step automation with a clear approval point: the model proposes, a person signs off, nothing ships unchecked.

  4. 04
    Maintain after launch

    The part most people skip. I build for the quarter after go-live, so a non-technical operator can keep using it without me in the room.

Selected work

  • Oil-and-gas engineering clientCompliance · bid automation

    Built a compliance-library bid automation tool that turns a deep document archive into faster, more consistent bid responses, with a human approval step kept in the loop.

  • Marine-and-energy consultancySafety & quality systems

    Designed AI-supported Safety and Quality Management Systems for a consultancy serving downstream operators, fitted to the regulated workflow their teams already run.

  • Non-technical operatorsAI-literacy onboarding

    Created a structured AI-literacy onboarding service so non-technical teams adopt AI tools they keep using, closing the gap between a working demo and lasting adoption.

Blog

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