Operating Layer

Get your team's time back from the work that falls between your systems.

I help owner-led companies replace manual work, disconnected tools, and painful handoffs with practical AI systems the team actually uses.

Who it's for

Companies that have outgrown their workarounds.

Owner-led businesses where the work is real and growing, but the operations still depend on copy-paste, chasing updates, and a handful of people who hold everything in their heads.

You don't need an AI strategy deck. You need one painful workflow to stop being painful, delivered in a way your team will actually adopt. Then you decide what's next with evidence.

Sound familiar?

From the inside

Hands-on building, side by side with the team.

I do the building myself, working closely with the owners and operators who'll use it every day. Their feedback shapes every screen, so what gets built fits how the business actually runs, and the team adopts it.

Two recent examples, in very different businesses

Wholesale & retail · UK and EU

A distributor with its own consumer stores

Co-founder & director. I designed and built its operating platform with the owners and team.

  • Hours back for the accountants A reconciliation workflow built with the accountants, matching each payment processor's payouts to orders and preparing the reports they need.
  • Faster, more consistent customer replies AI sorts incoming tickets and drafts replies for the team to check. Warranty and returns follow one clear process.
  • Less guesswork on stock Replenishment, purchase orders, and the third-party warehouse all work from the same live numbers.
  • The right price for every customer Customer-specific price sheets and margin checks come from one source of truth, with an AI voice agent supporting sales.
  • One view of the whole business Every store in one dashboard, kept current automatically.

Manufacturing · regulated consumer products

A manufacturer, from production to shelf

Investor. I designed and built its operating platform with the owners and operators.

  • Audit-ready production records Digital batch records for every production stage, with certificates of analysis and production planning alongside.
  • Always know what you can make Raw materials, finished goods, stock counts, and purchase orders are tracked together, so plans match what is actually on hand.
  • See where to sell next Sales by region and store, SKU velocity, and gap analysis built on distributor data.
  • Accurate hours, without the chasing A time clock and time review for the production team.
  • Answers without digging Daily and weekly insights, stock alerts, and a chat assistant that answers questions about the business.

I've also built tools and automations for other owner-led businesses. Happy to talk through what's relevant to yours.

How it works

Four steps, one bounded system at a time.

  1. Step 1

    Understand

    Find the real bottleneck by looking at how work actually moves today.

    We map one workflow end to end: who touches it, which tools are involved, where things wait, and where errors creep in. The goal is a shared, honest picture before anyone recommends software.

    You getA short written map of the workflow and the bottleneck worth fixing first.

  2. Step 2

    Recommend

    Decide what to keep, configure, connect, or build.

    Most problems don't need a new platform. Often the answer is configuring what you already pay for, connecting two systems, or adding one small AI-assisted step. Building only happens where it clearly earns its place.

    You getA recommendation with trade-offs, scoped to a single first system.

  3. Step 3

    Implement

    Ship one bounded system that the team can use.

    A first system with a clear edge: one workflow, a defined set of users, and a human approval wherever judgement matters. Small enough to finish and real enough to change how work gets done.

    You getA working system, documentation, and handover to the people who run it.

  4. Step 4

    Measure

    Check whether people use it and whether operations improved.

    We look at adoption first, then at the operational measure we agreed on at the start. That decides the next step: refine it, extend it, or stop.

    You getAn adoption and impact review with a clear recommendation for what comes next.

Typical starting points

Where this tends to help.

Inventory & purchasing

Never run out of your bestsellers

Reorder suggestions, stock visibility, and purchase approvals that don't live in one person's spreadsheet.

Internal knowledge

Stop being the person everyone asks

Make policies, product details, and "how we do it here" answerable without interrupting the one person who knows.

Operational visibility

Know what's late before your customers do

A single, trustworthy view of what's late, stuck, or at risk, pulled from the tools you already use.

Approval-led workflows

AI does the draft, your people make the call

Speed where it's safe, judgement where it matters. Nothing goes out without a person approving it.

Got a workflow that eats your week?

Send a few lines about the bottleneck: what happens today, who's involved, and what it costs you. I'll reply with whether and how I can help.

Tell me what's slowing you down