AI delivery, foundations first

AI is only as good as its data core.

The core
The data foundation

Your data, made AI-ready on a cloud data warehouse, structured with a medallion architecture and a semantic layer.

See all services
Trusted by

Proof

How we got here.

The lessons that shaped the company
01

It started with Enterprise Chat

Our first product let people talk to their data. Ask a question, get an answer back. The key was making the output reliable. The interface was never the hard part.

02

Every AI project became a data project

As we scaled the business, we kept coming back to the same thing. People's data was a mess and their AI projects were failing as soon as they went to push them into production.

03

Answers are only as good as the data

Where the data underneath was fragmented, undefined, or ungoverned, the AI was confidently wrong. Point the same model at a clean foundation and it became useful. The data core became the determining factor for success.

04

So we changed the order of the work

Instead of starting with the use case, we start at the centre. Get the data AI-ready, build the layer that connects it safely, then deliver the capabilities on top.

05

That is why the foundation sits at the centre of everything

Every engagement, every capability, every case study on this page traces back to one belief. Get the core right, and everything around it can be trusted. Get it wrong, and nothing on the outer ring is worth building.

Offerings

Where you start depends on where you are.

Three layers of the model map to three kinds of engagement. Most organisations begin at the core, because that is what everything else depends on. If your foundation is already solid, we pick up further out.

Layer 01 · Core

AI-ready data foundation

The work everything else depends on. We move you to a cloud data warehouse and structure it properly, so your data is something AI can be trusted to reason over.

  • Migration to a cloud data warehouse
  • Medallion architecture: bronze, silver, gold
  • Semantic layer: one governed definition of your business
  • Documented lineage and quality standards
The data foundation
Layer 02 · Connective

Connectivity, governance, logic

The layer that lets capabilities reach the core safely. Standards, access controls, and the protocols, including MCP, that connect models to governed data without losing control of it.

  • MCP servers and tool interfaces
  • Access controls and row-level governance
  • Business logic and transformation rules
  • Auditable lineage from question to source
MCP and connections
Layer 03 · Outer ring

Use-case builds

Pick a capability from the outer ring. We build it, integrate it into the systems your team already uses, or ship it as a custom app on top, and stay with it until it reliably produces the outcome you signed up for.

See all services
What we build on

The platforms your team already trusts.

We build on the tools your team already runs, and the ones you will keep running after we have handed over. The right foundation depends on where your data lives today and where it needs to go.

Let's start at your core.

Tell us where your data is today and what you want AI to do. We will tell you honestly what the foundation needs and where the quickest real win is.