Production engineering

What I do

I make AI-built software survivable. I review the product an AI coding tool shipped, find what breaks under real users, real load, or a real regulator — and fix it. Here's how we work together.

01

Production Readiness Audit

A fixed-price, 5-day review of your AI-built product.

A 5-day, fixed-price review of your AI-built product.

I check your code, your data layer, your secrets, your compliance exposure, and your failure modes.

You get a ranked findings report where every risk has a trigger event and a price tag — not vague warnings — plus a 90-day fix roadmap.

Timeline

5 days

Price

€3,500 (fixed)

02

Hardening Sprint

We fix the top findings from the audit.

We fix the top findings from the audit — RLS policies, webhook idempotency, secrets rotation, audit trails, monitoring.

We work directly from the ranked report, fixing highest-risk first.

Timeline

4 weeks

Price

€6,000 – €10,000

03

Retained Production Engineering

A standing owner for products that passed the audit.

Ongoing ownership of your data layer, monitoring, evals, sign-off, and on-call.

On-call means someone accountable when it breaks at 2am.

For products that passed the audit and need a standing owner.

Billing

Monthly retainer

Price

€2,500 – €4,500/mo

What I don't do anymore

I don't build MVPs from scratch. I don't do hourly consulting. I don't write mobile apps for consumer startups. Those services are now faster and cheaper done with AI coding tools, and I'd rather you use them.

What AI tools can't do is tell you what will break when real users, real load, or a real regulator shows up. That's the job.

Engagements start with the audit. Fixed-price and retainer options, no hourly billing, no surprise invoices.

Get started

Not sure what your AI-built product will break?

The Production Readiness Audit looks at your data layer, your secrets, and your failure modes — and come back with a ranked, priced report. No vague warnings.

Production Readiness Audit →