Systems
One version of the truth, engineered.
Gives each critical record one governed source that your systems read from and write to — so people stop reconciling by hand, reports agree, and everything built on the data can be trusted.
When this fits
When this system is appropriate
- Several systems hold copies of the same record with different values.
- Reports disagree and reconciliation consumes skilled people.
- Integrations are point-to-point, fragile, and break quietly.
- Automation or AI is planned, but the data under it is not reliable.
Architecture
Architecture and boundaries
Each critical record gets a defined owner and a governed source. An integration layer — APIs, events, pipelines — propagates changes with validation, surfaces conflicts instead of hiding them, and records lineage so any value can be traced to where it came from.
Data and integration
Text description of this diagram
Three applications — CRM, ERP, and a document store — connect to one governed record inside an ownership and lineage boundary:
- Each critical record has one governed source with a named owner.
- Systems read from and write to that source through the integration layer.
- Validation and lineage make every value traceable to where it came from.
- A conflicting change is surfaced to a person rather than silently overwritten.
Human roles
Human roles and failure handling
People own data definitions and resolve the conflicts the system surfaces; the system moves, validates, and reconciles the data. Failed transfers queue visibly and retry — nothing silently drops.
Evaluation
Evaluation and acceptance
Acceptance is measured on the records that matter: agreement across systems, propagation delay, and the reconciliation effort removed. The baseline disagreement is measured before the build.
Deployment
Deployment and ownership
Runs inside your environment and identity model. Schemas, pipelines, lineage, and documentation are yours, built for transfer.
Evidence & engagement
Evidence and engagement
This domain most directly resolves systems do not talk to each other and too much of the operation is manual . The published proof is Architecture decision record, held to the standard set out on the evidence pages.
An engagement begins by describing the challenge — the mandate intake structures the target operation and control model before any build.
Engagement
Begin with what must change.
If your systems disagree about the truth, the first step is to map where each record lives and what the disagreement costs.
Or submit an RFP, or request an NDA first.