AI-DevOps consulting

AI agents that don't
blow up your stack.

I help engineering teams adopt AI coding agents safely — with the cost controls, IaC safety gates, and CI discipline of someone who ran production systems for 25 years.

Book a cost-governance audit Read the teardown

the problem

Three things going wrong right now

  • Your AI coding bill is leaking. No spend visibility, no model right-sizing, no context controls. Token waste is invisible until the invoice arrives.
  • Your agents have no guardrails. Claude Code can propose an apply on your Terraform state. Nothing stops it. One yes in the wrong window is a real incident.
  • Your team adopted the tool, not the workflow. Vibe coding scales individual speed; it doesn't scale team quality. Reviews, gates, and discipline don't happen by default.

proof

See the system in practice

A detailed teardown of the harness I run: cost-governance controls, IaC safety gates, six-phase PR-review skill, and what didn't survive. Real config, real numbers — no marketing.

Read the teardown →

rates · USD

How we work together

Hourly $200
Advisory retainer (16–20 hrs/mo) 10% off hourly
Dev-workflow setup $3.5–7.5k
Enablement workshop $2–5k

Launch-rate engagements available for the first client cohort, in exchange for a case study.

If you can't tick every box, the agent is going to break something a code reviewer can't catch. One page. Free.

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book a call

30-minute intro call

Monday, Wednesday, and Friday mornings, Ottawa time. No pitch — a conversation about what your team is doing with AI agents and where the friction is.