Services

Building tools that work and don't keep you working

Four ways I help engineering teams — a sharp external perspective, a clear plan for your AI initiative, hands-on delivery, or practical training. Pick where you are right now.

Design Robust Systems That Scale

An external eye on your architecture, with deep experience in cloud-native and ML-driven environments.

  • Architecture review and sketching for microservices and Kubernetes environments
  • Efficient AI platform design — infrastructure, deployment topology, and operational reliability
  • Designing support and on-call processes that actually scale
  • Reliability engineering workshops

Workshop sessions or ongoing advisory. Ideal for teams at a crossroads — new tech stack, scaling bottlenecks, or a platform that’s become hard to maintain.

Clarity Before You Invest

Figure out what to build, whether it’s worth it, and how to get there.

  • Scoping and feasibility assessment for ML/AI projects
  • MLOps and DevOps consulting
  • AI use-case brainstorming workshops
  • Discussion partner and external perspective on AI initiatives

Workshop sessions or ongoing advisory. Ideal for teams exploring a greenfield AI initiative or evaluating their current ML stack.

From Prototype to Production

Sometimes you need someone who can both advise and execute.

  • MLOps delivery: Turn your machine learning prototype into a reliable, production-grade product — from CI/CD pipelines and model registries to monitoring and retraining workflows
  • AI process automation: Streamline internal workflows with LLM-based tooling (e.g. generating structured offers or invoices from rough notes)

Flexible engagements ranging from reflection sessions to hands-on embedded engineering.

Level Up Your Team

Practical, hands-on training for engineering and data teams — the tools and practices that matter most in modern ML and cloud environments.

  • MLOps & DevOps: CI/CD pipelines, Kubernetes, deployment best practices, and operational reliability
  • AI Workflow Automation: Building LLM-powered workflows to automate repetitive knowledge work

Half-day or full-day workshops, on-site or remote. Tailored to your team’s level and tech stack.

Let's talk about your next challenge

Whether you have a concrete project in mind or just want a second opinion, I’m happy to help.

Get in touch