Measure the Effort Behind Ticket Volumes

Pyze measures how incident, request and change work is performed across the service stack, and measures what an agent absorbed once deployed.

~50%
of the measured day outside the ticket system
1 week
to instrument
5
levers separated before anything is built
Per person
measurement instead of queue averages

Engagement archetypes from Pyze deployments across service management and shared services rather than a single named account.

IT service management is one of the most heavily instrumented functions in the enterprise and one of the least understood. The ticket system records state transitions. It does not record the investigation, the reproduction or the coordination that consumed the time.

Common Findings in IT & Service Management

Four patterns that recur across engagements, each shown with the measurement and the resulting change.

We deflected tickets with a chatbot and the team is as busy as before.

Agentify
What the measurement shows

Deflection removed the simple tickets. Average effort per remaining ticket rose, and total effort barely moved.

What changes

Absorbed and retained measured separately, so deflection is judged on effort rather than on ticket count.

Mean time to resolve is our headline metric and it obscures where effort goes.

Simplify
What the measurement shows

Elapsed time and hands-on effort are different quantities being managed as one, so waiting and working are indistinguishable.

What changes

Effort attributed to the step that consumed it, which is the basis on which automation can be priced.

The same incidents recur and the knowledge lives with three people.

Standardize
What the measurement shows

Resolution paths for recurring incidents are consistent in practice and documented nowhere.

What changes

The resolution path is documented from what the best engineers do, then automated where it is deterministic.

Change coordination consumes more time than change execution.

Automate
What the measurement shows

Coordination effort is measurable and material, and none of it appears in the change record.

What changes

The recurring coordination is handled without a person, and the exceptions surface already diagnosed.

Opportunity Register

A sample register, sorted by the lever that resolves each opportunity. In an engagement, each line carries measured hours, a named owner and the evidence it was derived from.

Incident triage
Agentify
Classified and routed against stated criteria.
Recurring incident resolution
Automate
Deterministic paths executed without a person.
Request fulfilment
Automate
Standard requests fulfilled end to end.
Knowledge capture
Standardize
Resolution paths documented from observed practice.
Change coordination
Automate
Recurring coordination handled, exceptions surfaced.
Access and entitlement handling
Automate
Provisioning executed from the approved request.
Escalation consistency
Standardize
One documented path across teams.
Queue rebalancing
Rebalance
Load levelled against measured effort rather than ticket count.
Automate and Agentify are distinct findings. Scheduling a report is deterministic work with a stated rule. Diagnosing an exception is a decision. Separating the two prevents a register from over-scoping the first and missing the second.

Systems typically instrumented

ServiceNowJiraMonitoring and observability toolsIdentity platformsConfluenceExcel and Outlook

Capture covers browser-delivered and thick-client applications, including virtualized estates, with no change to how anyone works.

Roles Involved

Service deskIncident and problem managementChange managementIT operationsGlobal business services

Instrumentation is configured per application rather than per person, so the population in scope is set during scoping and is not a deployment constraint.

How an Engagement Runs

Baseline, blueprint, transform, prove

The same four stages apply in every sector. The fourth stage repeats the baseline measurement, which makes the engagement an ongoing operating capability rather than a one-time report.

01

Baseline

What the work costs today, measured across every person and application.

02

Blueprint

Procedures, application rules and execution evidence, read as one target state.

03

Transform

Where each of the five levers applies, priced and owned.

04

Prove

The after state measured against the baseline, using the same method.

Frequently Asked Questions

ServiceNow already reports on all of this.
It reports state transitions and durations between them. It does not record what the engineer did during that duration, which is where automation candidates and coaching signals are found.

Start with a measured baseline

Six weeks from instrumentation to a priced opportunity register, and the baseline stays in place so later quarters are measured rather than re-estimated.