PrymeIntelligence

Training teams for AI agents·Definition

What is a playbook?

A playbook is a practical guide setting out how a team handles a recurring situation, step by step. What a playbook for working with AI agents contains.

A playbook is a practical, written guide that sets out how a team handles a recurring situation: who acts, in what order, with what checks and what records. For teams that work with AI agents, playbooks cover routine review, depth changes, incidents and onboarding, so that each is handled the same way whoever is on shift.

Why do playbooks matter for teams with agents?

Agent teams face the same situations again and again: a held action of a familiar type, a refusal that needs explaining, a source that needs replacing, an agent that must be paused. Without a playbook, each person handles them their own way, and the quality of oversight depends on who happened to be there.

Playbooks also hold knowledge when people move. A reviewer who leaves takes their judgement with them; a playbook keeps the parts of it that can be written down.

What does a playbook for agent work contain?

Most teams need a small set, each following the same structure:

Playbook Trigger Key steps Record left
Routine review Held action in the queue Read verdict, check sources and provenance, decide, record reason Decision and reason in the record
Refusal Agent refuses an action Identify bound; decide if correct; escalate if bound looks wrong Note to agent owner
Source change Policy or data changes Replace source, re-certify, brief reviewers Change log entry
Incident Agent acting wrongly Pause, scope from the record, report, fix Incident report
New joiner Someone joins the team Tour, labs, supervised review, assessment Learning record

Each playbook names an owner who keeps it current.

What does a playbook look like in practice?

Take an accounts payable team onboarding a new clerk to a workspace where an agent drafts supplier payments. The new-joiner playbook tells the team lead exactly what to do in week one, which labs to assign, and what the clerk must pass before approving anything. The routine review playbook becomes the clerk's main reference for the first month. The full sequence is in onboarding a new accounts payable clerk to an agent workspace.

How is a playbook different from a job aid?

A job aid is a one-page reference for a single task, used at the moment of doing it, such as a checklist beside the queue. A playbook covers a whole situation, often across several people, and may contain several job aids. You read a playbook to understand how the team handles something; you glance at a job aid while doing it.

A playbook also differs from a policy. A policy says what must be true; a playbook says how the team makes it true.

Which related terms should you know?

  • Skills passport: a record of what each person can do, showing who can run which playbook.
  • Talent marketplace: an internal platform that can match people with playbook skills to teams that need them.
  • Runbook: a technical cousin of the playbook, usually for IT operations.

Playbooks need updating when the product changes; see how to keep agent training current when the product changes. They are also part of what makes agent training stick. For the full approach, see training teams for AI agents.

Where the Academy fits

The Operator track in Pryme Intelligence Academy includes modules on human review, when something goes wrong and running the rhythm, which map closely to the routine review, incident and daily operation playbooks. A team can use those modules as a starting point for writing its own.

Questions people ask

How long should a playbook be?

As short as it can be while still being followed without help. One or two pages per situation is typical; longer playbooks stop being read.

Who should approve a playbook for agent work?

The agent owner writes it; whoever answers for the agent's risk approves it. Reviewers should test it before it is final.

Train the people who run your agents.

Pryme Intelligence Academy: free courses on the real product, audio lessons, labs in a free workspace, and certificates anyone can check on VerifyDoc.ai. Teams get seats, an admin view and a free readiness assessment.