Agent spend control across the company (L5)

Once agents run continuously, consumption becomes a real line item. This play puts every AI workload on a named owner, a budget, and an alert, so cost is managed before finance discovers it in a quarterly true up.

WORKFLOW1Inventory every consuming…workloadManual2Attribute consumption to …eamsSnowflake3Set budgets with alerts b…fore capsManual4Publish cost per outcomeSnowflake
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 outcome; % workloads with owner and budget; budget variancePROVE IT WORKEDcost per outcome% workloads with owner and budgetbudget variance

The steps

  1. 01

    Inventory every consuming workload

    Tool: Manual

    List every agent, assistant, and automated workload with an owner, a business purpose, and a meter. Unowned workloads are terminated, not investigated. Owner: finance plus ops. DoD: inventory is complete with zero unowned entries.

  2. 02

    Attribute consumption to teams

    Tool: Snowflake

    Push usage data into the warehouse and attribute it by team and workflow. Vendor dashboards will not reconcile to your cost centres on their own. Pitfall: relying on a single vendor console when spend spans several providers. DoD: a team level monthly consumption report exists.

  3. 03

    Set budgets with alerts before caps

    Tool: Manual

    Alert at fifty and eighty percent of budget, cap at one hundred and ten. Hard caps with no warnings break production workflows during quarter end. Owner: workload owners. DoD: alerts tested by simulating a threshold breach.

  4. 04

    Publish cost per outcome

    Tool: Snowflake

    Report cost per resolved ticket, per qualified meeting, per generated brief. Raw spend is meaningless without a denominator. Owner: finance partner. DoD: at least three cost per outcome metrics published monthly.

Tools in this playbook

Next playbooks

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

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