CUSTOMER NEED → INVESTMENT → VALIDATED OUTCOMES

From customer need
to validated outcomes.

Understand the task, establish the evidence, compare investments and define a useful increment. Work with engineering to deliver it, then let observed outcomes shape the next decision.

01 / The business view

My product approach.

Start with a useful outcome. Deliver in increments. Feed operational learning back into the next decision. Select a stage to explore.

Business
outcomes
ACCOUNTABLE OWNERS
CONTINUAL LEARNING
01 / DEFINE

Agree what success means.

Frame the business problem, identify the decision owners and set the boundaries for a useful first increment.

A tangible outputA problem statement, named owners and agreed success measures.
02 / The technical view

Connect the evidence behind the decision.

Bring customer needs, operating signals, commercial assumptions and delivery constraints into the same decision. AI can assist where useful; people retain the judgment.

For Define: identify the workflow, its accountable owner and the records that establish the baseline.
Customer & support signals

Customer tasks, support impact, usage observations

Customer feedbackSupport records
Business context & assumptions

Alternatives, commercial assumptions, constraints

Research notesCommercial assumptions
Delivery evidence

Backlog, versions, tests, deployments

GitHub ProjectsGitHub Actions
Retrieve relevant context
Native features · Connectors · APIs / Match records and respect source permissions
Rules & validation

Check required fields, versions, dependencies and readiness.

Existing workflow engineValidation code
Optional AI assistance

Summarize evidence, explain gaps and draft next steps.

Source review requiredNo live integration
People review & decide

Supporting evidence, accountable owners and existing approval authority.

Execute through existing controls

Deliver an agreed increment, support its use and review outcomes.

↺   Measure & feed learning backPlatform reporting · Power BI   /   Quality, effort, adoption, exceptions
Across every layerIdentity & permissionsAudit historyMonitoringData ownership

Illustrative evidence flow. Sources and optional assistance are not connected here. Verify definitions, permissions, freshness and limitations before using evidence for a decision.

03 / Follow the decisions

Inspect the judgment in practice.

Explore worked examples, then connect them to professional experience and independent development.