Section 3 · Managerial PivotThe shift you cannot delegate to HR
You can no longer manage effort. Manage outcomes.
Most enterprise management practice — performance reviews, coaching, KPIs — was designed around observing humans at work. An agent has no observable effort. It only has outputs and trajectories. The management model has to change to match.
Dimension
Managing humans
Managing agents
What the manager observes
Activity: tickets handled, calls taken, hours logged
Outcomes: resolution rate, customer satisfaction, downstream impact
How performance is improved
Coaching, feedback, training, reassignment
Re-prompting, fine-tuning, tool changes, evaluator updates, retirement of an agent
Source of accountability
The individual employee, with HR processes
The agent owner — a named human accountable for the agent's behavior and outcomes
Cadence of management
Weekly 1:1s, quarterly reviews
Continuous evaluation, daily quality checks, post-incident reviews
Failure response
Performance plan, retraining, dismissal
Capability disable, rollback to prior version, re-scoping authority, root-cause analysis
What scales linearly with headcount
People, salaries, management overhead
Tokens, evaluation runs, observability cost; people scale sub-linearly
The candid implication: this is not “human + AI working together” framed nicely. It is a different operating model for the parts of the business where agents do the work — and your existing managers may not yet have the instrumentation to do their jobs in it.