US & UK enterprise pedigree Remote-first · worldwide

Your AI is only as good as the data under it.
We engineer that layer.

A founder-led data consulting and contracting firm. We govern, migrate, and re-engineer the data and content your AI depends on — and we productize the repeatable parts so you can run them yourself.

0 Reporting outages across 3 enterprise migrations
170h Returned to a team every month, via automation
+30% Above a vendor's own ML model
6yr At principal level — US & UK financial infrastructure
Engagements

What we do.

Four specific areas — a focused firm, not a generalist shop. Large engagements and small outsourced projects alike.

01

Snowflake Architecture & Governance

Your numbers live in five places and no one trusts them. We design a clean, governed environment — schema, access controls, cost management — and leave your team able to maintain it without us.

SnowflakedbtAWS S3Data Modelling
02

Automation & Dashboards

Hours eaten by manual prep; reports no one believes. We build automated pipelines and dashboards that connect to real sources, update without intervention, and that your team will actually trust.

PythonTableauPower BIDatabricks
03

Migration Consulting

The highest-risk moment in your data lifecycle. We've guided enterprise-scale migrations without a single reporting outage. The value is knowing where things break before they do.

Cloud MigrationData QualitySalesforce
04

Content & Knowledge Engineering for AI

We read, structure, and re-engineer the knowledge an AI agent draws on, so it answers correctly instead of confidently wrong. This is the work ContextScore productizes.

RAG-readinessKnowledge BasesEvals
In practice

Selected work.

Enterprise engagements, anonymized. The numbers are accurate.

0 Outages across a 6-month migration
Migration · Financial Services UK + USA

400 reports moved. Nothing broke.

“We're shutting down a legacy system. Nothing can break.”

170h Returned to the team, monthly
Automation · Financial Services UK + USA

Two builds. 170 hours back.

“Our team runs the same manual QA every quarter. It takes weeks.”

+30% Above the vendor's own model
Machine Learning · Mining USA

Beat the vendor's model.

“We're paying for software that's wrong too often.”

Let's talk.
Thirty minutes.

No agenda. We'll tell you honestly whether we can help — and if we can't, we'll point you somewhere that can.

How we work

Remote-first, worldwide

We work across US, UK and IST hours and meet you inside your working day — wherever you are.

Experience at

Capital One · Rio Tinto · University of Utah

US & UK — financial services, mining, research. MS Computer Science.