Ship AI systems that actually hold up in production.
We advise and build alongside engineering teams — turning model experiments into reliable infrastructure, sharp developer tooling, and shipping velocity you can measure.
Fixed-scope engagements. Senior engineers only. No junior hand-offs.
What every engagement guarantees
We're a focused practice, not an outsourced factory. These are the commitments we hold ourselves to on day one.
Senior engineers, always
The person scoping your problem is the person writing the code. No layers, no dilution.
You own everything
Code, infrastructure, and documentation are yours. We build to hand off, not to lock you in.
Measured outcomes
Every engagement defines success up front — latency, cost, reliability, or dev velocity.
Where we plug into your stack
Production-grade model infrastructure
Inference pipelines, evaluation harnesses, retrieval systems, and cost controls designed to survive real traffic — not just a demo notebook.
- Serving & scaling architecture
- Eval + observability pipelines
- Cost and latency optimization
Internal tools your engineers actually use
We design and build the CLIs, SDKs, and workflow tooling that cut friction out of your team's day — measured in shipping velocity, not vanity features.
- Internal SDKs & CLIs
- CI/CD and eval automation
- Developer experience audits
Pick the depth you need
Every engagement starts fixed-scope. Scale up when the work proves itself.
Advisory
Fractional expertise on call for your team.
- Architecture reviews
- Weekly working sessions
- Async Slack access
- Roadmap guidance
Build Sprint
We ship a defined system end to end.
- Everything in Advisory
- Fixed-scope delivery
- Hands-on implementation
- Handoff docs & runbooks
- 30-day post-ship support
Embedded
A senior engineer inside your team, ongoing.
- Everything in Build Sprint
- Dedicated senior engineer
- Multi-quarter roadmap
- Team enablement
Have an AI problem worth solving right?
Tell us what you're building. We'll scope it honestly and tell you whether we're the right team — before you spend a dollar.