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How we work / 03 stepsRead-only by default

Assessment first. Changes second.

Every engagement runs the way we ran production for a decade: understand first, change second, measure always.

[01]

Assess

We start read-only and non-destructive. Your systems, workflows, and costs get mapped before anything gets touched.

  • Read-only access by default
  • Architecture and cost map
  • A written plan with priorities
[02]

Build

A small first milestone ships early so you can judge the work. Anything that writes goes behind a human-approval gate, and evals run before launch.

  • Small first milestone
  • Human-approval gates on writes
  • Eval suites before launch
[03]

Operate

We run what we build. Observability, cost control, and on-call readiness from day one, with docs your team can run without us.

  • Observability and SLOs
  • Cost control as a feature
  • Docs your team can run alone
Born in production

Uptime is a habit

We ran commerce platforms doing 700M+ EUR a year through their busiest days. That reflex, canaries, rollbacks, boring releases, is in everything we ship.

99.95% uptime, weekly releases became daily

Humans approve, agents act

Agents earn autonomy. Every action that writes to a real system starts behind an approval gate and stays there until the evals say otherwise.

approval gates on every write

The bill is a feature

Token spend is engineered like latency: measured, budgeted, and cut at the transport, output, and design layers.

20-80% cuts by workload
The stack underneath
  • Kubernetes: EKS, AKS, GKE
  • Terraform + Terragrunt
  • GitOps: Argo CD
  • AWS, GCP, Azure
  • AWS Bedrock
  • Prometheus + Grafana
  • GPU scheduling
  • MCP servers

If none of that means anything to you, it does not need to. It is the reason the thing we build for you keeps working.

We start by reading, not rewriting.