II.
Workflow overview
Reference · liveworkflow:copilot-usage-review
Copilot Usage Review overview
Analyses seat-level and team-level usage metrics for AI coding assistants — measuring active-user ratios, lines-accepted vs lines-suggested, language and repository breakdown, identifying under-utilised seats, correlating copilot adoption with velocity and defect-rate changes, and benchmarking against industry baselines. Produces a usage report with license optimisation and enablement recommendations. Excludes tool-selection decisions.
Attributes
displayName
Copilot Usage Review
workflowKind
governance
triggerType
scheduled
typicalCadence
monthly
complexity
cross-team
description
Analyses seat-level and team-level usage metrics for AI coding assistants —
measuring active-user ratios, lines-accepted vs lines-suggested, language
and repository breakdown, identifying under-utilised seats, correlating
copilot adoption with velocity and defect-rate changes, and benchmarking
against industry baselines. Produces a usage report with license
optimisation and enablement recommendations. Excludes tool-selection
decisions.
Outgoing edges
applies_to_domain2
- domain:software-engineering·DomainSoftware Engineering
- domain:ml-ops·DomainMLOps
involves_role3
- role:ai-champion·RoleAI Champion
- role:engineering-manager·RoleEngineering Manager
- role:cost-tracker·RoleCost Tracker (Bot)
performed_by_org_unit2
- org-unit:ai-enablement·OrgUnitAI Enablement
- org-unit:engineering-productivity·OrgUnitEngineering Productivity
requires_skill_area1
- skill-area:prompt-engineering·SkillAreaPrompt Engineering
triggers_responsibility2
- responsibility:ai-agent-usage-review·Responsibility
- responsibility:cost-optimization·Responsibility
Incoming edges
follows_workflow1
- stack-profile:coding-agent-platform·StackProfile