DiagnosticDon't scale in the dark. Benchmark your data & AI maturity against DAMA-aligned levels and your sector.Explore the diagnostic suite

Retail practice

One margin model across every channel

Store systems, e-commerce, marketplaces and the supply chain reconciled into a demand and margin view the buying team can plan against.

MWRKJT
Delivery leads online — talk to a human, not a bot
2 wksTo a costed roadmap
6 wksTo first production
YoursOwned at handover
Retail practiceRepresentative engagement
FORECAST HORIZONACTUALSP10–P90 BAND

100% delivery success — delivered worldwide across seven regions

AWS
Microsoft Azure
Google Cloud
Databricks
Snowflake
dbt
Power BI
Looker Studio
Azure Synapse
MongoDB
Python
LangChain
AWS
Microsoft Azure
Google Cloud
Databricks
Snowflake
dbt
Power BI
Looker Studio
Azure Synapse
MongoDB
Python
LangChain

What you get

How we work in retail

We start in your sector's vocabulary and constraints — the metrics, the regulators and the data you are permitted to move — not a generic reference architecture.

  • Demand forecasting by SKU and location
  • Assortment and promotion effectiveness
  • Stockout and markdown reduction
Retail practiceTypical first quarter
L1Ad hocL2RepeatableL3DefinedL4ManagedL5OptimisedWHERE VALUE COMPOUNDS

Delivery model

How the work actually runs

One delivery model, whatever the engagement. You always know what is shipping this week and what it is worth.

01

Discovery

We map your sources, decisions and blockers, understand the business goal, and agree what success looks like before anything is built.

02

Solution design

We design the architecture, data models and use cases — right-sized to your team and your cloud — and cost the work before you commit.

03

Development

Weekly sprints against a visible backlog: pipelines, models, dashboards and applications, all in version control and yours from day one.

04

Testing & validation

Every pipeline and model is tested — with frameworks like PyTest and Great Expectations — so the numbers are trustworthy before they ship.

05

Deployment & training

We deploy into your cloud and train the people who will run it, so the capability lands with your team, not just our code.

06

Support & optimisation

Observability, alerting and continuous improvement keep the system fast, accurate and cost-efficient long after go-live.

FAQ

Questions buyers actually ask

Straight answers. If yours is not here, ask us on a call — we will tell you if we are the wrong fit.

Ask a question

Two weeks to a costed roadmap, and a first use case in production in about six weeks. We work against a public backlog, so you always know what is shipping this week and what it is worth.

You do — code, models, dashboards and infrastructure sit in your accounts and repositories from day one, and your team pairs with ours through the build so the handover is a formality.

That is the first conversation. If the numbers do not support it, we will say so before you spend on it — straight advice is the advice you are actually paying for.

Next step

Ready to find out what your data is worth?

Thirty minutes with a delivery lead, not a salesperson. You leave with a point of view on your highest-value use case and what it takes to ship it.