Harmonic Security

VAL-001

Measure AI usage and adoption by tool, team, function and workflow

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Acceptance criteria

Report volumes, active users, trends and the sanctioned/unsanctioned split at privacy-appropriate aggregation.

Why it matters

Usage is the denominator for every cost, risk and value figure.

How to verify

Usage by tool, team and function from pilot data, at privacy-appropriate aggregation.

OWASP adoption context

Adoption reporting spans the listed employee AI contexts so sanctioned usage does not hide shadow or agent-assisted activity; privacy limits still govern the telemetry.

Framework mappings

  • Workforce usage and the sanctioned/unsanctioned split provide technology-monitoring context and inputs to security-performance and acceptable-use review. Adoption volumes and active-user counts alone are business analytics; security conclusions need relevant analysis and follow-up.

  • The sanctioned and unsanctioned usage split provides policy-performance evidence when included in AI-management-system evaluation. Define the relevant objectives and evaluation method; pure activity volumes do not establish responsible-use objectives or effectiveness.