Role rubric
AI Manager
engineering — the contract for how this role's work is read and scored.
Approvedby Omar Shouman
This rubric is live — verdicts for this role use these weights.
Artifact types
4
Scoring dimensions
3
Leverage classes
5
Artifact types
what the engine reads for this rolecode_review◆GitLab
30%merge_request◆GitLab
20%decision_record▤Calendar
30%unblock▦Jira
20%Scoring dimensions
how each artifact is judgedTeam throughput40
Removes blockers and shortens cycle time for reports.
Direction quality35
Decisions align team capacity with weighted goals.
Own craft25
Personal contributions stay sharp where they matter.
Leverage expectations
the expected time distribution for this role25%
Strategic
20%
Deep work
30%
Coordination
20%
Review
5%
Admin
How this rubric was generated
Dual-role rubric. Manager is scored on team leverage AND personal craft.