Platform · Layer 02

Every source, one governed store.

AI can only answer from the data it can reach, and operational data sits in systems that were never built to talk to each other. This layer brings it into one governed store, built on Snowflake or Databricks.

Talk to us Where the record is made

The shape of it

Many systems in, one store, every consumer out

SourcesSAP · ERPCRMAPIsSpreadsheetsDatabases

Governed storeOne data model, common definitions, access decided before anything is exposed

SnowflakeDatabricks

ConsumersPower BISuperset · GrafanaApplications

Authorised AI

How the data gets there

Four steps, in order

01ConnectApplications, SAP, databases, documents and spreadsheets brought into one pipeline.Data pipelines · Data engineering

02Clean and matchWe remove the duplicates and match your vendors, employees, projects and assets to a single record.Data quality · Master-data alignment

03Organise and governCommon definitions are set, and who may access what is decided before anything is exposed.Lakehouses · Governance

04UseReliable information made available to dashboards, reports, applications and authorised AI.BI and dashboards · AI-ready data products

Why it comes first

AI projects fail on data before they fail on models

In every industry we work in, unreachable and unreliable data is the biggest obstacle to effective AI. The foundation is built once, and every model and dashboard after it inherits the same governed source.

60%of AI projects unsupported by AI-ready data will be abandoned through 2026.Gartner, Lack of AI-Ready Data Puts AI Projects at Risk, 26 February 2025.

Proof

Where this already runs

SiemensSAP master data, live in every form

Siemens' SAP masters, including open POs, BOMs, vendor and plant stock, sync directly into the platform, so every delivery challan and shortfall report references validated, current master data.

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COMESAOne KPI framework across 21 states

Twenty-one member states report into one validated central repository with uniform KPI definitions, replacing country-by-country files that could not be compared or tracked over time.

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The foundation feeds the layer above it. See what runs on top.

Sovereign AI →