AI Development

Overview

What this work looks like

AI in production is mostly operations. We set up the evaluation harnesses, monitoring, cost controls, and incident playbooks that turn a clever prototype into a system the business can actually trust.

In context

What's included

Deliverables

  • Observability and tracing setup
  • Automated evaluation and regression tests
  • Cost, latency, and quality dashboards
  • Safety, abuse, and content controls
  • Incident response and on-call playbook
Oak Theory deliverables kit shown as a branded cardboard box with acorns.

How we work

Our process

We start with a working session to understand your goals, audience, and constraints — so every recommendation traces back to a real outcome.

  • Stakeholder interviews
  • Competitive landscape
  • Goals & success metrics

We translate inputs into a tight brief and a clear direction. You leave this phase knowing exactly what we're making and why it will work.

  • Working brief
  • Direction & references
  • Scope & timeline

We build in tight iterations, share work early, and hand over assets and documentation your team can run with.

  • Iterative reviews
  • Final deliverables
  • Handoff & enablement
We ship in weeks, not quarters — and hand you work your team can keep building on.

Selected work

A closer look

FAQ

Common questions

Related

Keep exploring

Let's build something memorable

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