For established companies
Adopt AI coding agents safely, and audit the architecture holding you back.
Vendor-neutral. Pilot-first. A measured read on where AI actually pays off in your SDLC, from someone who runs an agent stack in production every day.
Sound familiar?
- Your engineers are using Copilot, Cursor, or Claude with no operating model, and you cannot tell if it is helping or adding risk.
- Legacy architecture is visibly slowing delivery and leadership wants an outside read before a big investment.
- A modernization or platform initiative needs a vendor-neutral assessment.
- The board is asking about your AI strategy and engineering has no defensible answer yet.
What you get
AI coding-agent adoption
A vendor-neutral operating model for AI agents in your existing SDLC, where they fit, the guardrails and governance, a scoped pilot with a measured productivity outcome, and enablement so your engineers actually use it well.
Architecture and tech audit
An outside read on architecture, scalability, and security, with a prioritized remediation roadmap you can take to the board. Delivered fast with a calibrated Claude agent swarm.
Process and delivery consulting
Delivery practices, developer experience, CI/CD, and team productivity, assessed and improved by someone who ships this way every day.
Why me
I run a fully AI-leveraged engineering operation, a Claude agent swarm, custom configuration, and automation I have refined for over a year, in real production work. So when I help your org adopt AI agents safely, the operating model and guardrails come from experience, not theory. 12+ years of senior engineering across high-scale products backs the architecture and process side.
AI adoption and audits
Are you a fit for a large, multi-quarter transformation program?
No, and I will tell you so. I win the rooms where senior expertise and speed matter: a scoped audit, a vendor-neutral AI-adoption pilot, fractional advisory under a clear SOW. Turnkey multi-quarter programs that need a bench belong with a firm.
How do you handle security and procurement?
Engagements run under a clear SOW with acceptance criteria and a defensible security posture. I work async-first, Europe-first, and slot into your procurement and review processes rather than around them.
Is the AI-adoption work tied to a specific vendor?
No. The operating model is vendor-neutral, the goal is where AI agents pay off safely in your SDLC, not which logo is on the invoice. I run the same agent stack in production daily, so the guardrails come from experience, not a slide deck.
Want a defensible read?
Start with a free 15-minute call. We scope the audit or the AI-adoption pilot, and you leave with a clear next step.
Book a free call