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A Value Outcome Unit (VOU) is a named business outcome you can attach agents to — Customer Onboarding, Fraud Detection, Claims Processing. Each VOU rolls up the ROI of every agent contributing to it, so the conversation moves from “GPT-4 is expensive” to “Claims Processing nets us $1.4M a year”.

Why VOUs matter

LLM cost dashboards talk about agents. Executives talk about outcomes. VOUs are the bridge.

Anatomy of a VOU


Setting up a VOU

1

Open ROI → Value Outcomes

Click New Value Outcome.
2

Name and assign an owner

Use language the business uses. The owner sees this VOU in their executive view.
3

Add agents

Pick from the registered agents in your AI Registry. One agent can belong to multiple VOUs (e.g. a triage agent feeding both Onboarding and Support).
4

Define the baseline

Specify the manual cost for this outcome — for example, “12 FTE × 65/hr×1,800hrs/year"=65/hr × 1,800 hrs/year" = 1.4M annual baseline.
5

Set the risk factor

Default 1.0 (no adjustment). Reduce for outcomes with significant compliance risk; the dashboard shows risk-adjusted net contribution alongside the raw number.

What the VOU dashboard shows

For each Value Outcome:
  • Labour saved — derived from baseline minus current ops cost
  • LLM cost — sum of telemetry-derived cost across member agents
  • Net contribution — labour saved minus LLM cost
  • Risk-adjusted net contribution — net × risk factor
  • Volume — outcome metric over time
  • Top contributing agents — which agents drive most of the net

Mapping to financial ROI

VOUs are the natural roll-up level for Financial ROI. The same payback, NPV, and annual ROI % numbers exist per agent and per VOU; most executive conversations live at the VOU level.

Financial ROI

Where VOU contributions become payback and NPV.

Sensitivity analysis

Show executives the range of outcomes, not just a point estimate.
Last modified on June 1, 2026