These are fictional planning examples, not client engagements, measured outcomes, or promised savings. Adapt the owners, steps, data, and measures to the organization. Start with the business automation and AI decision guide.
Employee onboarding, role changes, and departures
Outcome and owner
People receive the approved resources needed for their role. Role changes and departures leave appropriate access, clear data ownership, and evidence. A named business process owner coordinates HR, managers, IT, security, facilities, and providers.
Understand the current work
Follow a few recent approved hires, role changes, and departures. Record the authoritative trigger, effective time, role approval, account and equipment tasks, provider dependencies, exceptions, and completion checks.
Improve and automate known steps
Use approved role bundles and existing workflow or identity features for accounts, equipment, licenses, and reminders. Coordinate removal of old access with the authorized role transition. Set risk-based deadlines and escalation for planned and urgent departures.
Departure tasks can include disabling access, revoking applicable sessions and credentials, preserving required records, transferring ownership, and recovering devices and licenses. Verify completion rather than treating a closed ticket as sufficient evidence.
Where AI may help
AI can summarize an incomplete request, suggest missing tasks, or flag unusual access for review. Managers and designated owners approve access and exceptions. Grant the AI component only the fields needed for its task; it does not need salary, government identifiers, or health details to suggest an equipment checklist.
Include agents and scheduled work
An employee's departure also triggers a review of the agents, credentials, integrations, scheduled jobs, and automations they own. Assign a continuing sponsor and owner or retire them. Each agent needs an attributable identity, scoped access, review dates, monitoring, and a retirement plan.
Test and measure
Use synthetic employee records and test accounts in an isolated environment. Test late changes, duplicate events, urgent departures, failed tasks, unwanted access, credential revocation, and the fallback.
Example measures: readiness at the agreed start time, lifecycle cycle time, overdue access removals, exceptions, orphaned identities, and completion evidence. Establish the baseline before setting targets.
IT connections: People & Knowledge, Governance, Operations, Infrastructure, Applications, Data & Analytics, Security, and Risk support the business flow; they do not replace HR or manager authority.
Resolve recurring issues and retain the learning
Outcome and owner
Restore service, reduce recurrence, and make useful knowledge available to the team. A service owner coordinates support, affected departments, technical teams, vendors, and security where needed.
Understand the current work
Review representative incidents, repeated requests, and reopened tickets. Separate elapsed time from staff effort. Identify queues, unclear ownership, repeated diagnosis, and knowledge held by one person.
Improve and automate known steps
Agree intake fields, priority rules, routing, deadlines, escalation, and approved standard changes. Keep a clear path for urgent incidents. Restore service while the appropriate owner investigates recurring causes; every incident does not need to complete a root-cause investigation before recovery.
Where AI may help
AI can summarize descriptions, find similar incidents, suggest diagnostic questions, cluster recurring patterns, and draft knowledge articles. Validate root-cause hypotheses against evidence. An authorized owner decides the fix and publishes the reviewed guidance.
Use the approved change process for testing, release, and rollback. Preauthorized standard changes can remain automated; consequential or exceptional changes follow their agreed approvals.
Test and measure
Begin with synthetic tickets and logs. Keep secrets, unnecessary personal information, and unrestricted production access out of the pilot. Test incorrect advice, hidden instructions, missing evidence, failed changes, output destinations, and safe escalation.
Example measures: resolution time by priority, recurrence, reopen rate, backlog age, user feedback, and staff effort. Check that faster ticket closure does not create repeat work or hide unresolved problems.
IT connections: Operations, People & Knowledge, Applications, Data & Analytics, Infrastructure, Security, and Risk work together.
Compare costs and assign risk in each workflow
For both examples, compare a simpler manual process, features already owned, rules, AI assistance, and an agent. Use the same case volume, deadlines, quality, and safeguards. Include setup, integration, licenses or compute, data preparation, review and correction, training, control operation, support, and retirement. Separate future cash spending from the full cost of staff and shared resources.
- Employee lifecycle: include HR and manager review, identity and provider integration, equipment handling, test accounts, exception work, and evidence. The business process owner coordinates the outcome. Managers and data owners authorize access; named technical owners operate revocation and monitoring. An authorized risk owner decides any exception within approved limits.
- Recurring issues: include triage, diagnosis, service interruption, testing, release, rollback or recovery, vendor effort, and knowledge upkeep. The service owner owns the outcome and escalation, with technical and security control owners. Budget ongoing AI advice review and failed attempts.
Measure cost per completed lifecycle or resolved issue alongside service quality. Faster work may release capacity without reducing payroll. Reclaimed licenses reduce cash cost only when billing or renewal commitments change. Reduced recurrence may avoid future overtime or vendor work; document that baseline instead of assuming it.
Set data, access, outage, action, and spend limits with the owners before testing. Record who accepts risk that remains after controls and when that decision is reviewed. Use the total-cost comparison and risk-ownership checklist.
Apply the same approach to other business work
Supplier onboarding and payment, customer requests, financial reporting, and launching a new service can use the same questions: who owns the result, where does work wait, what data is needed, which decisions require people, and what evidence shows an improvement?
The 12-function IT model is an enabling reference, not a chart of every department or handoff. Map the actual business flow before choosing technology.
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