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A brass beam balance, empty and levelPrecision-ground steel gauge blocks beside a dial indicatorA coil of optical fibre, the cut ends litA glass prism separating a single beam of lightAn antique marine chronometer in its case

We build for
Precision

A young, ambitious product team in Seoul. We are commissioned to plan and build systems that move a lot of data.

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The hard part is rarely the screen. It is the data underneath it.

Ingestion that survives a dropped connection. Figures that reproduce a year later. A computation somebody can audit. Teams bring us in when that layer is the risk, and the interface still has to be good.

Capabilities

We build the systems that decisions run on.

Eight areas, from the pipeline to the interface. One team holds all of them.

01

Real-time data pipelines

Streaming ingestion, normalisation, fault recovery, back-pressure

02

Third-party integration at scale

Rate limits, spec drift, dropped connections, replays that never double-count

03

Metric and indicator engineering

Definitions, thresholds, regime logic, validation against history

04

Blockchain and on-chain indexing

Node and provider ingestion, address labelling, flow computation

05

AI features grounded in your data

Summarisation and reading, with the basis and the limits stated

06

Web and mobile product

Next.js and React, iOS and Android, design systems for dense data

07

Cloud infrastructure and operations

AWS architecture, CI/CD, monitoring, alerting, cost control

08

Data integrity and reconciliation

Settlement, cross-checking, correctness under load and after replay

All capabilities
How we work

Five things we hold to.

01

Measured, not assumed

Every figure we ship carries its calculation, its sources and the history of its definition. If a number cannot be reproduced, it does not go out.

02

Built to be verified

Recomputation and lineage go into the first schema rather than being retrofitted. The same input returns the same output a year later, and we can show why.

03

We operate what we build

We run systems in production ourselves, so the design accounts for the 3am page, the reprocessing job and the audit request. The handover includes the runbook.

04

One scope, end to end

Ingestion, computation and interface are held by one team. Nothing is lost at a handover that never has to happen.

05

Plain language over jargon

A figure nobody can read is not a result. We state what a number means, and where it stops being reliable.

A market-data dashboard, shown out of focus
Selected work

A crypto market data platform, built end to end.

A consumer platform for market data, taken from first commit to general release. Four exchange integrations over REST and WebSocket, normalised into a single model, with rankings computed from real trading activity rather than self-reported figures.

A framework of 24 indicators spanning derivatives, spot market structure, on-chain flows, macro and sentiment. Each one carries its calculation, its sources and the thresholds that decide which regime it is reporting, plus an AI layer that reads them back in plain language.

Shipped on web, iOS and Android in six languages, with the monitoring and the operating documentation needed to run it after handover.

Hiring

We are hiring.

We hire on a rolling basis. A young, ambitious team in Gangnam, Seoul.

How we hire

Tell us the data and the goal.

An unfinished specification is fine. Business, investment and hiring all reach one address.