Ship Your First Agentic AI Product

You can prototype an agent in a weekend now. Getting it approved, funded, and staffed inside a real company is a different job, and it's the one nobody trained you for.

In enterprise and regulated environments, an AI product has to clear four gates before it ships. Most stall at the second:

Security and legal. They're not evaluating whether your agent is impressive. They're evaluating what happens when it's wrong, what data it touches, and who is accountable. Teams that meet this at the end rebuild. Teams that design for it at the start ship faster than teams with fewer constraints — because they only build once.

The "how do you know it works" question. Your VP will ask it, and "the demos are strong" is not an answer that survives the room. You need a measurement story tied to a business number, and you need it before the funding conversation, not after.

Scope. The agent that demos beautifully is scoped around a task. The one that ships is scoped around a workflow, with explicit boundaries on what it refuses to do and what happens when it's uncertain. Most first attempts have this backwards and find out in review.

The funding case. The best-designed AI product in the company still doesn't get built if it's pitched as a technology bet instead of a business one.

Four weeks, one initiative, all four gates. I've taken products through this at Oracle at 15M+ user scale and built 0→1 inside regulated financial services at S&P Global, where the compliance path was the product path.

This is for you if: you own a specific AI or AI-adjacent initiative at a company with real constraints, it's moving slower than it should, and you have the standing to actually push it forward.

This is not for you if: you're pre-idea and want help choosing what to build, you want technical architecture review, or you want career and interview coaching. All good things — none of them this.

Four 60-minute working sessions, 1:1, on your actual initiative. Between sessions you send me one artifact and I return written feedback within two business days. No slides, no curriculum delivered at you.

Week 1 — Scope and constraints. We define what the product does at the boundary: what it refuses, what happens when it's uncertain, where a human stays in the loop. Then we map every real constraint — regulatory, security, data residency, procurement, legacy systems — before any of them surprise you. Most of the value of the four weeks gets created here, because scope decided badly in week one is what teams rebuild in month six.

Week 2 — The failure surface, and clearing security. We work through what breaks and how you recover. I turn that into your constraint and risk map — a document written in the form security and legal actually accept, so you're handing them an answer rather than absorbing a review. This is the gate where most AI initiatives die, and the one you can most reliably design your way through.

Week 3 — Proving it works. How you'll measure this: offline evaluation, production signals, and the business metric it ladders to. You leave able to answer the "how do you know" question in language your leadership recognizes, without overpromising something you'll be held to next quarter.

Week 4 — The approval path and the pitch. Who says yes, in what order, and what each one needs to hear. I write you a stakeholder brief naming the specific objection you'll get from security, from legal, from finance, and your answer to each. Then we pressure-test how you present it and plan the first 90 days after the yes.

Between sessions: send me a spec draft, eval plan, or stakeholder deck each week. Written teardown back within two business days. A lot of the compounding happens here rather than on the calls.

The outcome:

• Your product is scoped so it survives security and legal review instead of stalling in it

• You can answer "how do you know it works" in terms your leadership accepts

• You know exactly who approves this, in what order, and what each one will object to

• You've had the funding conversation — or you're booked to have it, with your answers ready

How you'll know it happened. You'll hold two documents I write for you: a constraint and risk map you hand to security, and a stakeholder brief naming every objection with your response to it. Plus four written teardowns of your own artifacts, and a spec I've reviewed line by line. In regulated environments the document often is the gate — but the point is what it gets you through, not the document itself.

What I expect from you. This is a working engagement, not four conversations. Expect two to three hours a week outside the sessions. If you can't protect that, book the 75-minute diagnostic instead — you'll get more from it.

I'll also be direct. If your scoping is wrong, if the business case doesn't hold, if this shouldn't be built at all, I'll say so in week one when it's cheap rather than week four when it isn't. That's the point of paying for an outside read instead of asking your manager.

Logistics. Weekly at a standing time we set in week one. One reschedule is fine; stretching four weeks into ten weakens the outcome materially. I take two clients at a time so the two-day feedback turnaround stays real.

Confidentiality. Everything stays between us. I've worked inside regulated financial services and healthcare and I know what can and can't leave a building. If your company needs an NDA, send it and I'll sign it.