less manual work, more capacity, when AI is built around the way you (or your business) actually run.
If you’re a non-technical operator (or even if you are), you’ve felt at least one of these in the last 90 days. Probably all three.
ChatGPT and Claude work — for engineers. Translating “I want to automate this” into something that actually ships requires a different kind of operator. The gap between “cool demo” and “running in production” is where most teams stall.
A 50-page strategy PDF is not a working agent. After paying £20K you’re left with slides, a Notion doc, and the same problem you started with — only now you’re behind on budget and on time. Implementation is “your team’s job.”
Without a sequenced playbook, single-tool experiments don’t compound. You opened a tab, prompted some things, got impressed for an afternoon — and then went back to the same workflow because nothing was integrated, owned, or measured.
What you walk away with depends on which engagement you bought. A diagnostic gives you a priority-scored map of every opportunity in your business and a 90-day plan you can execute. A build gives you the agents themselves: deployed, owned by your team, trained to extend. Either way there’s a tangible artifact at the end. Not another strategy deck.
Start where the risk fits — one focused hour, a one-week diagnostic, four dedicated implementation weeks, or an ongoing operator alongside your team. Each rung qualifies for the next. No long-term contracts to start.
Walk out with a clear answer and 3–5 next actions. One specific question, one focused hour, recorded for your reference, with a 1-page recap by email.
End the week with a priority-ranked map of every workflow — scored on ROI vs. build complexity — plus a 90-day plan and the exact tool stack to invest in.
Four dedicated weeks of senior implementation — alongside your team. The right AI scope for your business, built and handed over. Sized to your constraints, owned by your team. No template, no fixed deliverable count.
A senior AI operator owning your AI adoption — ongoing. Building, monitoring, evolving, reporting — like a great COO, but for AI. The £300K hire, fractional. Two clients at a time.
I have. At every scale — from a billion-user platform to a one-person business. The patterns that work for both are the patterns I bring into your business.
The work spanned agentic tooling, LLM deployment pipelines, recommendation systems, and large-scale experimentation. Most of those patterns transfer cleanly to solo-operator scale — what changes is the cost, not the architecture. The rigor I brought to global product deploys is the same rigor that shows up in your engagement.
FitWay (a wellness app) and Sommvi (an AI wine sommelier) are both live on the App Store. Each was built end-to-end by one person, using nothing but agents, and shipped in roughly two weeks. They have actual users, App Store reviews you can read, and paying customers. Same patterns I’d apply to a Sprint engagement, run at single-operator cost.
Sales, marketing, finance, content, customer support, calendar, inbox, travel — every function inside my own operation runs on agents I built. The patterns get tested daily before any of them reach a client. I don’t theorize. I sell what I actually run.
Two are my own production apps; the third is my own digital agency, run on agents. Real costs, real users, real proof of pace. Full breakdown one click away.
A solo coach unblocked from 5 clients to 50 — 10× scale on the same one-person practice. Customer management, session summaries, and progress tracking handled by specialist agents.
Customer support and CFO operations for a digital agency, run by two specialist agents. 24/7, no marginal headcount per new client onboarded.
A wellness app on the App Store. The team that used to build it — 2 engineers, 1 social media specialist, 1 wellness specialist — is now agents. Same shape of work, 3× the ship velocity.
An AI wine sommelier on the App Store — also a working DTC pattern (AI-driven product recommendation). Roadmap planned for 10 people over 6 months. Delivered solo with agents in under 30 days. A senior wine-championship judge was intrigued by the output.
Role-by-role cost math → the new economics
The same four-step rhythm — calibrated to your engagement. A diagnostic stops after Design. A build engagement carries through to Run. Where you start determines how far you go.
Map every function in your business. Find the time sinks. Score the opportunities by ROI and effective cost.
Match each opportunity to the right tool stack, the right sequence, the right scope for your business. A bespoke plan — never a template.
AI systems shipped in your stack — instrumented, monitored, integrated. Sized to your business, not to a SKU. Working systems, not POCs.
Runbooks, training, on-call support. Your team operates and extends what we built — independence by handover, no vendor lock-in.
The fit isn’t really about industry or company size. It’s about how you make decisions. Almost any business has leverage AI can find; the real question is whether you’ll actually deploy what we build, or just file the report and move on.
Direct answers, no “great question” preamble.
Yes — that’s the explicit design of the engagement. Every agent ships with a runbook (what it does, how to operate, when it escalates), a Loom walkthrough, and a live training session with your designated point of contact.
The Sprint includes knowledge transfer as a deliverable, not an afterthought. The Retainer includes ongoing skill-building. Independence by handover isn’t a marketing line; it’s how I’m measured.
Start with a Strategy Call (£500) or the Audit (£3,500). The Audit ends with a recommended tool stack, sequenced subscriptions, and a quick-win section you can deploy in week one. You don’t need to know anything beforehand — that’s the entire point of the diagnostic.
The call answers one question. The audit maps every function, scores every opportunity, and gives you a 90-day execution plan with a tool stack. They are different scopes for different decisions.
If you’re unsure which one to start with, take the Strategy Call. Your £500 applies as credit toward the Audit if you book within 14 days — worst case, the call pays for itself; best case, you walk away with the answer and don’t need the audit.
Every system we build runs in your environment, using your accounts. I don’t store, route, or train on your data. NDAs are standard before any work starts.
For regulated industries (HIPAA, SOC2, GDPR) the build is scoped around your constraints — model choice, data residency, audit logging, retention. If your stack has hard compliance requirements, we surface them in the Audit and they shape the architecture from day one.
If you’re a non-technical operator drowning in repetitive work, you’re not too small. The Sprint pays for itself the moment it removes 8+ hours/week of manual work that compounds across the year.
The right entry point if you’re cost-conscious is a Strategy Call (£500) — one hour to confirm fit, get an honest answer on whether the math works for your business, and a recap to take back to your team.
Free. Sundays. One specific play you can ship that week — the receipts other operators are running. Unsubscribe in one click.
Subscribe (free) → One stuck question60 minutes, one focused question, a clear answer, 3–5 next actions, and a 1-page email recap. £500 credit toward an Audit if you book within 14 days.
Book the call → Ready to map the businessOne week. Every function mapped. Every opportunity scored. A 90-day plan with the tool stack to execute it. Optional: I deploy your first agent during the same week.
Book the audit →