Data youcan trust.
We design, build and run the data foundations your reporting, forecasting and AI depend on.
01Why clients come to us
Four situations we see most.
Numbers nobody fully trusts
Finance, sales and operations each have their own version, and meetings start by arguing about whose is right.
The same customer, many times over
Duplicates across CRM, billing and support make every count and every campaign slightly wrong.
Reporting that depends on one person
A set of spreadsheets and scripts that only their author understands.
AI plans stalled on data
The model is the easy part. The data it needs is scattered, late or unreliable.
02Data services
What we can take on.
Data engineering
We build and run the pipelines that move data from your systems into one place, tested and monitored so the numbers arrive right and on time.
Data platforms
We help you choose, build and govern a warehouse or lakehouse that fits what you actually need, not the largest thing on the market.
Data migration
We move data and workloads from legacy systems to modern platforms, and prove that what arrived matches what left.
Entity resolution and master data
We find the duplicate customers, members and suppliers hiding across your systems and resolve them into one record everyone can trust.
Data science
We take models from an idea to something your business runs on, and we say so when a simpler method would do the job.
Forecasting
We build demand, churn and capacity forecasts that planners trust, because they can see how accurate they are.
BI and dashboards
We build reporting your finance and operations teams can trace back to source, in the BI tool you already use.
Data and AI assessment
A short, fixed-fee review of your data and systems that ends in a costed roadmap. It is the smallest useful way to start working with us.
Customer 360 and deduplication
We remove duplicate customer records across your systems and build a single, trusted view of each customer that sales, service and finance can all use.
03How we work
Built to be relied on.
We fit your stack
We work on Databricks, Snowflake, Microsoft Fabric, AWS and Google Cloud, and recommend what suits your team and budget.
Tested like software
Pipelines and models ship with tests, monitoring and documentation.
Yours to run
We hand over code, runbooks and knowledge so your team is not dependent on us.
From our work
Member identity resolution
We matched 100,000 health-insurance member records from enrolment, claims and third-party files into single identities. Uncertain matches go to a reviewer, and every decision is logged.

Questions
What clients ask first.
Where do we start if everything is a mess?
With a short assessment. We look at your sources, quality and reporting, and give you a costed plan with the highest-value work first.
Do we have to change platform?
Not necessarily. We often improve what is already in place. When a move is worth it, we show the cost and the gain before you decide.
Will our data leave our environment?
No. We build inside your cloud and your repositories, and any AI we use runs through your own accounts.
Can your team work alongside ours?
Yes. We can deliver a defined project, or place engineers in your team under your priorities.
Tell us what you run.
Thirty minutes with an engineer. You leave with a clear scope, a timeline and a recommended approach.

