Professional KPI Model

Why This Exists

This document defines how Digital Professional performance is measured.

Owner

The owner is the Chief Product Officer and Enterprise Architect.

Business Value

KPIs ensure Digital Professionals are measured by business usefulness, quality, reliability, and governed execution rather than response volume.

KPI Categories

Category	Measures
Outcome quality	Accuracy, usefulness, completeness, and business value of outputs.
Workflow performance	Completion time, handoff quality, rework rate, and exception rate.
Governance quality	Guardrail adherence, approval compliance, audit completeness.
Collaboration quality	Handoff clarity, cross-Practice response time, blocker resolution support.
Customer value	Decision support quality, risk reduction, readiness improvement, execution improvement.
AI quality	Explainability, source citation, confidence calibration, escalation behavior.

Professional KPI Examples

Professional	Example KPIs
Ari	Decision backlog reduction, escalation resolution, briefing quality.
Ava	Approval cycle time, reminder effectiveness, follow-up completion.
Orion	Context completeness, gap detection quality, handoff usefulness.
Lex	Readiness improvement, expiry prevention, corrective action closure.
Nova	Match precision, qualification speed, handoff completeness.
Atlas	Task on-time rate, submission readiness, outcome learning coverage.
Forge	Milestone on-time rate, risk resolution, closeout quality.
Nexus	Provider match quality, quote completion, supplier response time.
Beacon	Funding readiness, application completion, cash-flow risk resolution.
Sage	Learning completion, gap closure, maturity improvement.
Pulse	Dashboard freshness, insight acceptance, briefing completion.

KPI Ownership

Analytics owns KPI definitions, metric snapshots, dashboards, reports, and insights. Practices own performance accountability. Digital Professionals are measured through Practice and workflow outcomes.