Adoption is easy to count. ROI is not. Spirehawk ties each ticket to the agent session that worked it and the artifact that shipped, so you can see what actually got delivered — by team, by workflow, by ticket — and connect spend to value created.
Runs climb, tokens climb, messages climb — and still no one can say which work actually landed. The metric that matters is the one no dashboard has.
Spirehawk records the whole chain — request, run, artifact, outcome — so every number below is read straight off the work itself, not estimated after the fact.
Spirehawk links the request that started the task to the agent run that worked it and the artifact it produced, so delivered work is traceable end to end.
Completed work rolls up by team, workflow, or approver, so you can compare productivity across the units you already report on.
Track whether work was accepted, merged, resolved, or rolled back — the signal that separates real value from busy sessions.
Watch throughput, success rate, and cost per outcome move week over week, so winning workflows get scaled and weak ones get fixed early.
Move from raw token spend to the business result that spend created.
Measure how much more work gets shipped, how fast it lands, and how much human effort it saves.
Roll out agents wider only after you can show the numbers improve.
Turn completed, attributed work into a metric you can bring to finance, leadership, or your weekly review.
Agent productivity stops being a story you tell and becomes a number you can show — ticket by ticket, team by team, workflow by workflow.
Put Spirehawk in the path of your agents and turn raw token spend into productivity you can measure, attribute, and take to the budget meeting.
