Workforce planning with agent capacity (L5)

Capacity planning includes agent throughput as a modelled input rather than a hiring freeze rumour. Leadership sees the tradeoff between headcount, agent capacity, and service level with the assumptions written down.

WORKFLOW1Measure real agent throug…putSnowflake2Model three scenarios hon…stlyManual3Name the human roles that…growManual4Re-measure quarterlySnowflake
4 steps, in order, with the tool that owns each one.
Adoption ladderSix levels from Starter to Rebuilt. This item sits at level 5.L1 StarterOne tool, no workflow changeL2 AssistedAI drafts, humans approveL3 IntegratedWired into CRM and SlackL4 OrchestratedMulti-step, owned, measuredL5 AutonomousAgent runs, human auditsL6 RebuiltThe process itself changes
This playbook belongs at L5 Autonomous. Running it above your level is how pilots stall.
Measures of successcost per unit of service; service level attainment; throughput assumption variancePROVE IT WORKEDcost per unit of serviceservice level attainmentthroughput assumption variance

The steps

  1. 01

    Measure real agent throughput

    Tool: Snowflake

    Actual resolved units per agent per week with quality held constant, not the vendor deck number. Use your own last quarter. Owner: RevOps plus data. DoD: measured throughput with a quality threshold stated.

  2. 02

    Model three scenarios honestly

    Tool: Manual

    Headcount only, agent heavy, and mixed, each with a service level and a cost. Publish all three including the failure conditions of the agent heavy case. Pitfall: a single scenario built to justify a decision already made. DoD: three scenarios reviewed by leadership.

  3. 03

    Name the human roles that grow

    Tool: Manual

    Agent capacity shifts work rather than deleting it. Identify which human roles grow, such as corpus owners and exception handlers, and fund them explicitly. Owner: leadership plus HR. DoD: growing roles named in the plan.

  4. 04

    Re-measure quarterly

    Tool: Snowflake

    Throughput and quality drift. Re-measure every quarter and adjust the plan rather than carrying last year's assumption. Owner: RevOps. DoD: quarterly refresh with variance noted.

Tools in this playbook

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Unfamiliar terms are defined in the AI and Revenue Dictionary. Related frameworks live in the framework library.

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