The work, plainly described

This work is leverage-centered. AI is often the medium. Leverage is the center.

The question is not whether AI matters. The question is where, in your specific work, a change would actually make a difference — and what that change looks like when it lands.

Two kinds of leverage

In most cases, the real leverage is one of two kinds. Discovery decides which.

Problem-specific leverage

A concrete business problem that matters enough to improve. Lead follow-up. Proposal flow. Research synthesis. Knowledge flow inside the team. Founder bottlenecks. Communication drag. The leverage lies in a specific part of the business, and the work goes directly there.

Workflow leverage

The way the work is held — not any single task — is redesigned so that AI can actually support it. Project structure, context handling, prompt architecture, the division of labour between the person and the system. Often the highest-leverage change is not to do a thing faster but to hold the work differently.

Three forms of applied work

After Discovery, the second stage takes one of three forms. These are three ways of realising the same leverage. They are not tiers, and the lightest option is not a lesser version of the heaviest.

Workflow Upgrade

Redesign the workflow, define where AI belongs and where it doesn’t, set the structure and supervision rules, and hand over a written playbook. Used when the main lever is a better way of working, and the person is able to run it themselves.

Hybrid

Everything above, plus the first real implementation done together. Used when a new way of working cannot succeed in the abstract — it has to be stood up inside the actual work once, with both of us present, before it is yours.

System Build

A concrete system, process, or structure is created. The intervention is primarily in what now exists that did not exist before. Used when a real deliverable is the thing the leverage rests on.

Why Discovery comes first

Nothing about the three forms above can be chosen sensibly in advance. The right form is a consequence of where the real leverage turns out to be, and how the person does the work today. Until that is known, choosing a form is guessing.

Discovery is a paid ninety-minute working session that looks at both the business and the actual workflow. By the end we identify one leverage area worth acting on and the right way to act on it — or we see that there isn’t enough here, or that one narrower pass is needed first. All three are honest outcomes.

If no leverage area emerges, I continue at no cost until one does, or refund you.

Who this tends to fit

This work tends to fit founders and small teams whose work is high-context, founder-held, and worth amplifying. It tends to fit better when the person is willing to change how the work is done, not only learn about it. It tends to fit less well when the preference is for someone else to do all of it without the person’s involvement.

It is most useful to owners whose hunger is already independent of AI — people reaching for something real in their work, who see AI as a potentially meaningful medium for that reaching. It is less useful to people reaching for AI itself as the point.

If you are mainly looking for a general introduction to AI, there are better places than this. This work starts inside real workflows.

If you are looking for a vendor who will take the brief and disappear with it, this isn’t that either. The work happens with the person, not around them.

Schedule a Leverage Discovery — $1,500

The shape of everything above is decided there, in ninety minutes, with the real work in front of us.