Service operations measured by person and work type
Pyze measures how order handling, provisioning, assurance and billing work is performed, then measures the work absorbed once AI agents are deployed.
Engagement archetypes from Pyze deployments in this sector rather than a single named account.
Telecommunications operations run at a scale where a small per-case difference compounds into a large annual figure, and the systems involved were rarely designed to work together. Handling time is largely determined by the work between systems, which no platform measures.
Common Findings in Telecommunications
Four patterns that recur across engagements, each shown with the measurement and the resulting change.
Average handling time is managed closely and has not changed in two years.
StandardizeThe average masks a wide spread by work type and by person, and does not identify which staff would benefit most from coaching.
Technique is compared against the top quartile on comparable work, and coaching targets specific behaviours.
Provisioning orders fall out and are worked manually, and the volume is not tracked.
AgentifyFallout is concentrated in a small number of causes, most of which have a documented resolution.
Recurring causes are resolved automatically, and remaining orders reach a person already diagnosed.
Agents switch between four systems to answer one customer question.
SimplifyThe time spent moving between systems is the largest component of handling time, larger than the work inside any single system.
System switching is measured and removed at the most costly points, which is a smaller change than replacing any of the systems.
Billing disputes are resolved inconsistently across teams.
StandardizeEach team has developed its own process, and none follows the documented one.
One procedure derived from the practice of the best teams, with conformance scored continuously.
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.
Systems typically instrumented
Capture covers browser-delivered and thick-client applications, including virtualized estates, with no change to how anyone works.
Roles Involved
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.
Baseline
What the work costs today, measured across every person and application.
Blueprint
Procedures, application rules and execution evidence, read as one target state.
Transform
Where each of the five levers applies, priced and owned.
Prove
The after state measured against the baseline, using the same method.
Frequently Asked Questions
We have thousands of agents. Does the deployment scale?
Functions
Related
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.