Swift by Instinct. Engineered to the Core.
Speed that comes from having done it before. Systems built to hold long after launch. Senior engineers on your project from the first call to the last commit.
Delivered
MCP servers in production for a Medicare company
LLM analytics over large databases for a Twin Cities sports franchise
What we build
Websites
A fast, accessible site you can hand to your own developers.
Applications
A working application, deployed, with the tests and infrastructure behind it.
AI integration
An AI feature with a measured quality baseline, not just a demo.
Developer consulting
Prioritised, specific findings your own team can act on.
Hands-on teaching
A team that can keep doing the thing after we leave.
Built to be evaluated, not just demoed.
The evaluation, the approval gates and the cost ceilings ship with the feature, so you can tell whether it is right.
How retrieval is built
- Ingestion
- Chunking
- Embedding
- Vector store
- Hybrid retrieval
- Reranking
- Evaluation
How an engagement runs
01 · 1–2 weeks
Discovery
We learn what you actually need, not just the brief you arrived with, and scope the smallest thing that answers the real question.
02 · 2–4 weeks
Fixed-scope proof of concept
A bounded build against a fixed price, so you see working software and real cost before committing to the full engagement.
03 · 1 meeting
Go / no-go
A real decision point. We tell you plainly whether the proof of concept earned the rest of the build, and you decide whether to continue.
04 · 6–12 weeks
Build
The full engagement, delivered in reviewable increments with tests behind every one.
05 · 1 week
Handover
The repository, infrastructure and documentation move into your name, with a runbook behind them.
Have something to build?
Thirty minutes, no preparation needed. Tell us what you are trying to do and we will tell you plainly whether we can help.
Book a 30-minute call