How we use AI

AI is leverage. Judgment is the job. You’ll find no slop here.

We 10×’d a client’s ARR on senior craft alone. AI is how outcomes like that compound. We use it to the fullest, on every surface where it earns its place, so senior hours land on the decisions that move your numbers. Used well, it multiplies craft. Used lazily, it manufactures slop at scale: generic, unreviewed output passed off as finished work. We do the former.

How we think about it

Three rules we don’t bend.

01

Senior hands on the wheel

AI drafts; a senior engineer or designer owns every decision and every line that ships. The model is a force multiplier on judgment we already have, never a stand-in for it.

02

Leverage, applied where it earns its place

We reach for AI on the toil — research synthesis, scaffolding, test generation, refactors, migration grunt-work — and ignore it where a human is simply better. Taste and architecture stay ours.

03

Nothing ships unread

Every AI-assisted artifact clears the same gate as everything else: typed, linted, tested, accessible, fast. The bar does not move because a model wrote the first draft.

Across the work

Where it earns its place.

The same lifecycle we’ve sharpened over a decade of shipping, now with the toil compressed, so senior attention lands where it counts.

Discovery & research
Synthesize interviews and source material, surface patterns, and pressure-test assumptions, so the strategy work starts from signal, not a blank page.
Design
Explore more directions in less time and interrogate our own choices. The model widens the option space; the taste that picks the winner is human.
Engineering
Scaffolding, tests, refactors, and migrations: the toil, automated. The architecture, the trade-offs, and the review stay deliberate and senior.
Data
Pipelines, transforms, and exploratory analysis accelerated, behind the same privacy-first guardrails every engagement gets. Your data stays yours.
Docs & operations
Runbooks, ADRs, and changelogs stay current because our tooling keeps them honest. This very repository holds itself to that standard.

All of the above is how we work. Need AI built into your own product? That’s an engagement in its own right, held to the same bar: explore AI services or start a project.

The no-slop line

Some things a model will never do for us.

The bar is the bar. AI changes how fast we get to the work, not the standard the work is held to.

  • We don’t ship unreviewed generated code.
  • We don’t feed your proprietary data into tools that train on it.
  • We don’t pad deliverables with AI filler to look busy.
  • We don’t mistake a model’s confidence for correctness.

Want leverage without the slop?

Tell us what you’re building. A senior team, sharpened by AI and accountable for outcomes, replies within one business day.

Start a project