Data & semantic strategy
Define shared measures, trace their sources, and establish ownership across reporting, applications, and AI.
Work can include
Definition inventory · Architecture options · Ownership model
KimberLyte · Executive brief
A clear case for the next decision.
Enterprise consulting in semantic layer strategy, data architecture, organizational change, and applied AI.
Start with a consequential decision. Understand the constraints. Make the next step concrete enough for the people who have to approve it.
Where we contributeThe meaning. The people.
The meaning. The people.
The work that follows.
People & organizational change
Understand the incentives and concerns behind a change. Clarify decision rights, involve the people carrying the work, and plan for adoption.
Work can include
Stakeholder alignment · Decision rights · Adoption plan
Applied AI & governance
Design useful AI workflows around approved information, explicit permissions, human review, and a clear path to intervention.
Work can include
Working examples · Evaluation criteria · Approval boundaries
A focused starting pointMake progress.
Make progress.
Respect the boundaries.
Production access takes time. An early working example can begin with approved, sanitized metadata and representative synthetic data. Metadata can be sensitive too; agree what may be used before it is shared.
Use the example to test meaning, workflow, and ownership. Validate against real data and operating conditions before making production commitments.
- 01
Name the decision.
What needs to change? Who can approve it? What evidence will they need?
- 02
Keep what already works.
Review existing definitions, reports, and controls. Make replacement a deliberate choice.
- 03
Test a bounded example.
Agree the inputs, permissions, success criteria, and limits of what the example can prove.
- 04
Leave a clear next step.
Document the findings, open questions, accountable owners, and decision to proceed or stop.
For the next room
A case people can carry forward.
An executive brief. The architectural choices. A defined pilot. The dependencies and decisions still open. Agree the deliverables in the scope, then give each audience what it needs to move.
Start with the question
that matters.
A focused conversation to establish the work and whether there is a fit.