The business problem
Start with operating reality.
Use cases stall when the user, decision, source data, exception path, and value measure remain vague.
The quality of the decision affects more than the technology. It shapes where attention goes, what teams must operate, how risk is carried, and whether value can compound.
Decisions to make
Questions that sharpen the work.
- What specific business decision or workflow should this work improve?
- Which evidence would justify greater commitment, and what would cause a pause?
- Who owns the outcome, the operating process, and the unresolved risk?
- What must remain flexible as models, vendors, demand, and regulation change?
Common failure modes
Patterns that weaken otherwise promising work.
Starting with a preferred tool before defining the operating problem
Treating a promising demonstration as evidence of repeatable value
Leaving adoption, controls, integration, or service ownership until the end
Measuring activity while the business outcome remains ambiguous
A practical approach
Move from a broad idea to a useful decision.
- 01
Frame the decision and the value mechanism in plain business terms.
- 02
Map the current workflow, stakeholders, evidence, constraints, and exceptions.
- 03
Compare credible options and make tradeoffs visible to decision makers.
- 04
Design a bounded validation with owners, measures, controls, and a next gate.
Useful outcomes
What good progress can produce.
A well-bounded workflow
A clear evidence and control plan
A useful pilot decision
Questions
Frequently asked.
Where should a team begin?
Begin with one consequential decision or workflow, its owner, and the evidence needed for a better outcome.
Does this require choosing a model or vendor first?
No. Technology selection should follow a clear view of the task, data, constraints, operating model, and economics.
How is progress measured?
Use a baseline that combines business value, task performance, adoption, risk, and the full cost of operation.