DocsUse CasesPlaybooks: Maturity Tracks

Playbooks: Maturity Tracks

Use Cases by Department · Beginner Friendly

Beginner Operations and First Reliable Wins

Run in Prompt Architect
maturitylevel-1beginneradoptiontutorial

Goal: move from experimentation to repeatable individual productivity.

1

Use Case Picking

Choose 3 low-risk, high-frequency tasks per team.

2

Template First

Use approved prompt templates instead of free-form prompts.

3

Simple Review

Add quick peer review for important outputs before sharing.

4

Weekly Learning

Capture top wins and recurring failures in one shared log.

L1 Weekly Checklist - Active templates used - Time saved estimate - Top 3 failures - Top 3 fixes - Owner for next improvements
Best Practices

Start beginner operations and first reliable wins with a small live pilot and one owner per review lane.

Track throughput stability and SLA adherence from day one.

Bake this control into your checklist: fallback path exists for common failure states

Capture where humans still rewrite outputs and convert that into prompt constraints.

Common Mistakes

Avoid this pattern: no exception path for missing inputs.

Do not scale while approval ownership is still ambiguous.

Do not mix policy edits and prompt rewrites in the same release cycle.

Do not call the workflow stable until two consecutive review cycles pass quality gates.

Quick Handoff Note Workflow: Beginner Operations and First Reliable Wins Owner: Operations Excellence Lead Decision needed by: <date> Confidence level: Low / Medium / High Next action owner: <name> Risk if delayed: <1 sentence>
Pro Tip: Operator Habit

Measure handoff quality with downstream rework, not internal completion stats.

From Individual Wins to Team-Level Standardization

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maturitylevel-2scaleteamtutorial

Goal: standardize outputs and handoffs across teams, not just within one role.

1

Workflow Mapping

Document end-to-end process including handoff inputs and outputs.

2

Schema Contracts

Define required output structure so downstream teams can use results directly.

3

SLA Setup

Set turnaround targets and ownership per stage.

4

Batch + Automation

Use controlled batch operations for repetitive high-volume workflows.

Best Practices

Keep one shared template library for all team variants.

Run weekly cross-functional quality checks on handoff outputs.

Track rework causes and fix template contracts first.

Best Practices

Start from individual wins to team-level standardization with a small live pilot and one owner per review lane.

Track SLA adherence and throughput stability from day one.

Bake this control into your checklist: every step has an owner and SLA

Capture where humans still rewrite outputs and convert that into prompt constraints.

Common Mistakes

Avoid this pattern: SOP text that reads well but cannot be executed.

Do not scale while approval ownership is still ambiguous.

Do not mix policy edits and prompt rewrites in the same release cycle.

Do not call the workflow stable until two consecutive review cycles pass quality gates.

Quick Handoff Note Workflow: From Individual Wins to Team-Level Standardization Owner: Operations Excellence Lead Decision needed by: <date> Confidence level: Low / Medium / High Next action owner: <name> Risk if delayed: <1 sentence>
Pro Tip: Operator Habit

Document what to do when data arrives late, not just when it is clean.

Policy, Risk, and Portfolio Governance at Company Scale

Run in Prompt Architect
maturitylevel-3governanceenterprisetutorial

Goal: operate with clear controls, approval logic, and measurable business outcomes across departments.

1

Portfolio Registry

Track all active use cases with owner, risk class, and status.

2

Approval Policies

Define review requirements by risk tier and output type.

3

Audit Evidence

Store source references, model metadata, and reviewer decisions for traceability.

4

Monthly Governance Board

Decide promotions, deprecations, and budget reallocations.

Best Practices

Start policy, risk, and portfolio governance at company scale with a small live pilot and one owner per review lane.

Track SLA adherence and throughput stability from day one.

Bake this control into your checklist: every step has an owner and SLA

Capture where humans still rewrite outputs and convert that into prompt constraints.

Common Mistakes

Avoid this pattern: no exception path for missing inputs.

Do not scale while approval ownership is still ambiguous.

Do not mix policy edits and prompt rewrites in the same release cycle.

Do not call the workflow stable until two consecutive review cycles pass quality gates.

Quick Handoff Note Workflow: Policy, Risk, and Portfolio Governance at Company Scale Owner: Operations Excellence Lead Decision needed by: <date> Confidence level: Low / Medium / High Next action owner: <name> Risk if delayed: <1 sentence>
Pro Tip: Operator Habit

Write one ‘stop and escalate’ condition for each critical step.

Mission-Critical Workflows with Strict Compliance and Resilience

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maturitylevel-4regulatedhigh-stakestutorial

Goal: support high-stakes domains with robust controls, full traceability, and incident-ready operations.

1

Scope Boundaries

Define allowed, restricted, and prohibited tasks by domain and jurisdiction.

2

Mandatory Controls

Require citations, disclaimers, and specialist approval for regulated outputs.

3

Incident Protocol

Run predefined communication and remediation workflows for control failures.

4

Audit Drills

Simulate audits and reconstruct end-to-end decision trails quarterly.

required_controls: - role-based access - immutable audit log - dual approval for high-risk outputs - source provenance attached - exception workflow with post-review - scheduled control testing
Best Practices

Start mission-critical workflows with strict compliance and resilience with a small live pilot and one owner per review lane.

Track cycle time and throughput stability from day one.

Bake this control into your checklist: handoff criteria are concrete and measurable

Capture where humans still rewrite outputs and convert that into prompt constraints.

Common Mistakes

Avoid this pattern: no exception path for missing inputs.

Do not scale while approval ownership is still ambiguous.

Do not mix policy edits and prompt rewrites in the same release cycle.

Do not call the workflow stable until two consecutive review cycles pass quality gates.

Quick Handoff Note Workflow: Mission-Critical Workflows with Strict Compliance and Resilience Owner: Operations Excellence Lead Decision needed by: <date> Confidence level: Low / Medium / High Next action owner: <name> Risk if delayed: <1 sentence>
Pro Tip: Operator Habit

Measure handoff quality with downstream rework, not internal completion stats.

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