Operational AI requires clear knowledge.

Core Term

Operational AI AI used inside real business workflows, systems, and processes, not just as a standalone chat tool. It matters when AI is connected to how work actually moves.

Workflow

Workflow Orchestration The coordination of steps, tools, people, and systems so work moves reliably from intake to completion.

Automation

Intelligent Workflow Automation AI and automation used to reduce manual work, route information, create drafts, trigger tasks, and improve follow-through.

Quality

Quality Management System The policies, processes, roles, records, reviews, and improvement loops an organization uses to consistently meet requirements.

Risk

Risk Register A maintained record of risks, opportunities, causes, controls, treatment plans, owners, review dates, and status.

Improvement

CAPA Corrective and preventive action work that moves issues from finding to root cause, action, verification, and learning.

Readiness

AI Readiness The state of a team, workflow, data environment, and governance model before AI is deployed into daily operations.

Knowledge

Retrieval-Augmented Generation A method that lets an AI system reference approved documents or data before drafting an answer. Useful for internal knowledge assistants and support workflows.

Knowledge

Context Layer The shared operating memory beneath AI tools: approved sources, workflow rules, policies, examples, and review boundaries prepared for humans and AI systems.

Knowledge

Context Graph A connected map of business knowledge, records, policies, relationships, and events that helps AI systems answer from the business's actual operating context.

Assistant

AI Copilot An AI helper designed to support a specific role or workflow by drafting, summarizing, comparing, classifying, or preparing work for review.

Control

Human-in-the-Loop A workflow design where people review, approve, correct, or escalate AI-assisted work before important actions happen.

Governance

AI Governance The policies, roles, review habits, approved tools, and data rules that help organizations use AI responsibly.

Infrastructure

Systems Integration Connecting separate tools, databases, workflows, and platforms so information can move between them without constant manual transfer.

Visibility

Operational Dashboard A visual interface that shows activity, workflow status, tasks, metrics, exceptions, and alerts in one place.

Connection

API Integration A controlled connection between software systems that lets them exchange information or trigger actions automatically.

Risk

Model Output Review The practice of checking AI-generated drafts, summaries, recommendations, or classifications before they are used in business decisions.