For teams shipping an AI product to customers
Ship faster without sacrificing engineering discipline.
What this fixes
Most teams ship AI features fast by cutting corners — a slick demo that buckles under real traffic, brittle prompts, no observability, and a codebase the next engineer can't safely change. Speed and engineering discipline get treated as a trade-off. They aren't.
- 01
Demos that don't survive production
The prototype impresses, then falls over on real traffic, edge cases, and scale.
- 02
AI bolted on, not engineered in
Brittle prompts and glue code, with no tests, types, or observability to stand on.
- 03
Speed bought with debt
Every shortcut taken to “ship fast” becomes a fix you pay for later.

We treat AI features as production software from day one — shipped fast because the discipline is built in, not skipped.
Senior-owned, end to end
One senior Tuned Pod owns architecture to launch; agents do the volume, our engineers own every call that carries risk.
Production-grade from commit one
Observability, CI/CD, and reliability are part of the build, not a later phase.
Your stack, your repos, your IP
We build where you already work and hand over clean, documented, owned software.
Everything in the engagement
Senior-owned, end to end
Senior engineers steer the whole build, design to launch, using AI agents judiciously where they earn their place.
Custom AI in your product
AI shipped into web, mobile, and services — cloud-native on GCP, AWS, or Azure.
Production-hardened
Observability, CI/CD, and reliability work built in, so it survives real traffic — not a demo.
Clean, future-proof APIs
Well-typed interfaces that keep you open to new AI platforms as they emerge.
What teams get
- 0–5 weeks
- to a production MVP in front of real users
- 0+
- years of senior product engineering
- 0%
- customer satisfaction across engagements
From first call to first release in weeks
A Pod embeds in your stack, narrows the work to the metric that matters, and ships the smallest system that moves it.
- 01
Scope the outcome
We pin the metric that matters and what "done" means — before any code.
- 02
Stand up a Tuned Pod
A senior engineer steering a proprietary in-house agent harness (Claude, Codex, Gemini), embedded in your stack within days.
- 03
Build & ship
A working system in front of real users in weeks — the agents do the building; our engineers own every call that carries risk.
- 04
Measure & improve
We track the number it moves and sharpen it as your data and the models change.
Built on what you already run
FAQ
- How fast can you ship a first version?
- A working MVP in front of real users in weeks, not quarters — a senior Tuned Pod owns it end to end.
- Do you work in our stack?
- Yes — TypeScript and Python, Next.js/React/FastAPI, on GCP, AWS, or Azure; we plug into your existing systems.
- Is this production-grade or a prototype?
- Production-grade from the start: hardening, observability, and CI/CD are part of the build, not a later phase.
- Who owns the code and IP?
- You do. We build in your repositories and hand over clean, documented, owned software.
Tell us the outcome you need.
Book a 30-minute call. We’ll map the highest-impact system to build first — and what moving that number is worth.