ai-augmented product engineering

Ship softwareat the speed of meetingsat the speed of thought

Expedition Labs is a senior engineering studio. We pair human judgment with AI tooling to chart frontend, backend, full-stack, and mobile — production-grade, in a fraction of the time.

Plan an expeditionSee the route
field-log · checkout ascent
  • TypeScript
  • React
  • Next.js
  • Node
  • Postgres
  • Python
  • Swift
  • Kotlin
  • React Native
  • tRPC
  • Tailwind
  • AWS
  • TypeScript
  • React
  • Next.js
  • Node
  • Postgres
  • Python
  • Swift
  • Kotlin
  • React Native
  • tRPC
  • Tailwind
  • AWS

what we build

Four disciplines, one summit.

AI is the fastest junior engineer you'll ever hire. It still needs someone senior reading the map — deciding what to build and where the route goes. That's us, across the whole stack.

frontendΔ LCP

Frontend

Interfaces that feel fast and considered. Design systems, complex state, and the last-10%-polish that AI drafts but rarely finishes on its own.

React · Next.js · Tailwind · Motion3.9s → 0.9s
backendΔ p99

Backend

APIs and data layers that hold up under real load. Typed contracts, migrations, and observability — with the boilerplate generated and the architecture decided by us.

Node · Python · Postgres · tRPC740ms → 90ms
full-stackΔ idea→prod

Full-stack

Idea to production, one accountable team. We move across the whole stack in a single loop, so features land end-to-end instead of stalling at a handoff.

Next.js · Prisma · Queues · AWS6 wks → 6 days
mobileΔ platforms

Mobile

Native-feeling apps for iOS and Android. We pick cross-platform where it pays and go native where it counts — and ship to both stores from one codebase.

Swift · Kotlin · React Native2 → 1 codebase

the route

AI writes fast. We decide what's right.

This is a real route, walked on every expedition. Order matters — each waypoint gates the next, which is exactly why the speed doesn't cost you quality.

  1. 01▲ scout

    Scout the terrain

    We read your codebase and your goal, then map the smallest route that gets you there. No greenfield rewrites sold as progress.

  2. 02▲ chart

    Chart the route

    AI drafts scaffolding, tests, and migrations at machine speed. A senior guide reviews every step before the party moves — the judgment stays human.

  3. 03▲ test

    Test every hold

    Types, tests, and load harnesses gate the ascent. If it can't be verified, it doesn't ship. AI writes the coverage; we decide where the bar sits.

  4. 04▲ summit

    Reach the summit

    Small, reviewable PRs land continuously behind flags. You watch it ship in days, not quarters — and you own the whole map.

terrain gained

Ground you can measure.

These are the shifts teams tend to see once augmentation is run with discipline instead of vibes. Directional, not a guarantee — your mileage depends on your terrain.

Δ +63%
deploy frequency

shipping in small, reviewable diffs

Δ −71%
time to first release

scaffolding and tests, generated

Δ 312
tests per feature, typical

coverage written as code is written

Δ 1
senior owner per project

no handoffs, no dilution

routes

Pick a route to run.

Three ways in, sized to how far you need to travel. Every one ends the same way: working software, merged to your main.

Day Trip

single push

2 weeks · fixed scope

One sharp problem, one fast push. A prototype, a stubborn bug, a proof of concept you need in real code by Friday.

  • Scoped in a day
  • Daily previews
  • You keep everything
Start here

Expedition

full ascent

6–12 weeks · embedded

A product or a major feature, taken from base camp to production. We walk the full route and merge to your main continuously.

  • Full-stack delivery
  • Tests + observability
  • Handover or stay on
Start here

Base Camp

ongoing

monthly · fractional team

A senior AI-augmented team on tap. We plug into your roadmap and raise your whole team's velocity, not just our own.

  • Ongoing capacity
  • Reviews + mentoring
  • Cancel anytime
Start here

objections, answered

The honest questions.

Is this just vibe-coding my product?

No. AI drafts, a senior engineer decides. Every line is reviewed, typed, and tested before it merges. Speed comes from removing the boilerplate, not the judgment.

Who owns the code and the IP?

You do — completely. We work in your repo or hand over a clean one with full history. No lock-in, no proprietary runtime, nothing you can't fork and walk away with.

How is AI actually used day to day?

For scaffolding, migrations, test coverage, refactors, and research — the high-volume, low-ambiguity work. Architecture, tradeoffs, and correctness stay with the engineer whose name is on the PR.

What if you introduce a subtle bug at that speed?

That's what the verify stage is for. Types and tests gate the merge, changes land in small reviewable diffs behind flags, and nothing reaches production unproven. Fast and reckless are not the same thing.

Can you work inside our existing stack and process?

Yes. We adapt to your repo, your CI, and your review conventions. The method is ours; the environment is yours.

N 47.6° · W 122.3° — set your bearing

Let's chart your expedition.

Tell us what you're building and where it's stuck. You'll hear back within a day with a scoped first route — no deck, no discovery retainer.

hello@expeditionlabs.coWalk the route again