Use case 09 · Onboarding
A new employee onboards to a project
Docs go stale, active work is scattered, and every new hire rebuilds the same mental model on their own.
The work already crosses these systems:
Before and after
From scattered checks to one governed run.
Today
A buddy pastes a handful of links, the new hire reads a two-year-old architecture page, and the real context arrives through interruptions over three weeks.
With NopsAI
A one-off onboarding pipeline gathers architecture docs, current sprint tickets, recent PRs and coding guidelines, flags what is stale, and generates a tailored onboarding report.
Every new hire gets the same reliable starting point, generated from live context.
Governed run
The run, step by step.
Deterministic work first, reasoning inside a boundary, and a named human before anything high-risk executes.
Trigger
A manager starts the run manually and selects the project scope.
Collect context
Architecture documents, ADRs, the active sprint and the last month of merged PRs are gathered.
Verify state
Deterministic checks flag documents that have not changed since a major architectural shift.
Reason
An onboarding-guide role assembles a reading order and calls out what is confirmed stale.
Approve
The team lead reviews before it goes to the new hire.
Execute and record
A PDF onboarding report is generated as a run-owned output.
Evidence
What the run leaves behind.
The useful part is not only the automation. It is repeatability with proof.
Trigger and subject
What started the run and which effective identity it ran as.
Authorization snapshot
Which resources were checked, and which decision each check returned.
Tool and AI activity
Every tool call, the profile that allowed it, and the model usage it consumed.
Approvals and outputs
Who approved, when, and the deliverables the run produced.
← A security vulnerability scan flags an issue
One vulnerability can span many repos and teams. Manual discovery is slow, incomplete and easy to miss under SLA pressure.
Monthly status report to leadership →
The report takes hours, invites copy-paste mistakes, and is often stale by the time leadership reads it.
Map this workflow against your controls.
Bring the trigger, the tools it touches, the approvers, the runtime boundary and the evidence you need to keep.