Topic Cluster: AI Use Case Management — COMPEL Body of Knowledge

FlowRidge

Topic Cluster · PRC

AI Use Case Management

Identifying, prioritizing, validating, and tracking AI opportunities

364 articles in this cluster (primary or secondary domain). See also the canonical AI Use Case Management domain page.

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Calibrate 14 Organize 17 Model 4 Produce 4 Evaluate 4 Learn 4 Lifecycle-Wide 317

Calibrate (14)

Organize (17)

Model (4)

Produce (4)

Evaluate (4)

Learn (4)

Lifecycle-Wide (317)

Cite this article

Author:: FlowRidge Team
Publisher:: FlowRidge
First Published:: 2026
Work:: COMPEL AI Transformation Body of Knowledge

Academic (APA)

FlowRidge Team. (2026). Topic Cluster: AI Use Case Management. COMPEL AI Transformation Body of Knowledge. FlowRidge. Retrieved from https://www.compelframework.org/learn/cluster/usecase_mgmt

BibTeX

@misc{compel-learn-cluster-usecase_mgmt-2026,
  author = {{FlowRidge Team}},
  title = {Topic Cluster: AI Use Case Management},
  howpublished = {COMPEL AI Transformation Body of Knowledge},
  publisher = {FlowRidge},
  year = {2026},
  url = {https://www.compelframework.org/learn/cluster/usecase_mgmt},
  note = {Governed by the COMPEL Framework License Agreement}
}

Plain text

FlowRidge Team. Topic Cluster: AI Use Case Management. COMPEL AI Transformation Body of Knowledge. FlowRidge, 2026. https://www.compelframework.org/learn/cluster/usecase_mgmt

Need Chicago, IEEE, or MLA formats? See the full COMPEL Citation Guide for every supported format with copy-ready snippets.

This content is part of the COMPEL AI Transformation Body of Knowledge, governed by the COMPEL Framework License Agreement. See /license for terms.

Calibrate (14)

Calibrate: Establishing the Baseline

Prompt Anatomy and the Operator-User Distinction

What AI Transformation Readiness Is (and Isn't)

What Is an Agentic AI System

Client Discovery and Needs Assessment

Engagement Scoping and Architecture

Organizational Readiness Pre-Assessment

Risk Management in COMPEL Engagements

Stakeholder Alignment and Engagement Governance

Team Design and Resource Planning

The AITP as Engagement Leader — Professional Practice and Ethics

The Anatomy of a COMPEL Engagement

The Engagement Kickoff — Setting the Transformation in Motion

The Statement of Work — From Proposal to Contract

Organize (17)

Autonomy Spectrum and Agent Taxonomy

Foundational Prompting Patterns

Organize: Building the Transformation Engine

The Four-Pillar Readiness Rubric

Affected Community Engagement

Conducting a UNESCO-Aligned Ethical Impact Assessment

From Assessment to Action — The Roadmap Imperative

Gap Analysis and Initiative Identification

Initiative Sequencing and Dependencies

Resource Planning and Investment Architecture

Risk-Adjusted Roadmap Design

Roadmap Governance and Adaptive Management

Stakeholder-Specific Roadmap Communication

The Four-Pillar Roadmap Architecture

The Roadmap as a Living Document — Integration with the COMPEL Cycle

Tracking and Managing Ethical Debt

Value Milestones and Quick Wins

Model (4)

Agent Runtimes and Execution Substrates

Model: Designing the Target State

Multi-Rater Assessment and Evidence Rules

Output Structuring and Constrained Decoding

Produce (4)

Agent Loop Patterns — ReAct, Plan-and-Execute, Reflexion, State-Graph

Produce: Executing the Transformation

RAG Prompts and Grounding

Stakeholder Landscape and Change Capacity

Evaluate (4)

Evaluate: Measuring Transformation Progress

Gap Analysis and Remediation Design

Tool Use — Schemas, Registries, and Design Discipline

Tool Use and Function Calling

Learn (4)

Agentic Prompt Patterns

Learn: Capturing and Applying Knowledge

The Readiness Report and the Go / Wait / Redesign Call

Tool-Call Authorization and Validation

Lifecycle-Wide (317)

AI Transformation and Organizational Culture

AI Transformation Anti-Patterns

Architecture Decision Records and Documentation

Architecture for Agentic Use Cases

Architecture Handoff and Operating Model

Architecture Review Gate: Calibrate and Organize Stages

Architecture Review Gate: Evaluate and Learn Stages

Architecture Review Gate: Model and Produce Stages

Architecture Runway: Building the AI Platform

Artifact Template: Agentic Runtime SLO and SLI Sheet

Artifact Template: AI Solution Architecture Design Document

Artifact Template: LLM Evaluation Harness Specification

Artifact Template: LLM Gateway Policy

Artifact Template: RAG Data Contract

Bias-Relevant Variables and Subgroup Coverage

Build vs. Buy vs. Integrate

Capstone: A Complete Reference Architecture Package

Case Study — Amsterdam SyRI and Rotterdam Welfare-Fraud Algorithm

Case Study 01: Moffatt v. Air Canada — Deployer Liability for Chatbot Confabulation

Case Study: BloombergGPT and the Domain-Specific Fine-Tune Decision

Case Study: Harvey AI and the Legal Enterprise Deployment

Case Study: Morgan Stanley Wealth Management and the Internal-Assistant Rollout

Chunking and Embedding Strategy

Cost Model and FinOps for AI

Data Governance and Data Contracts

Data Lineage, Provenance, and Documentation