The AI Workflow Boundary Matrix: What AI Can Read, Draft, Recommend, Execute, and Never Touch

The most useful question in an AI workflow is not “Can the model do this?”

It is: “What is the model allowed to do, and what must stay outside its authority?”

The AI Workflow Boundary Matrix turns that question into an operating artifact. It separates read access, classification, drafts, recommendations, execution, and prohibited actions before the team expands AI authority.

The six permission levels

Read means AI can inspect approved sources: tickets, documents, CRM records, product data, telemetry, or policies.

Classify means AI can apply labels: urgency, topic, risk, routing need, claim type, document gap, or exception category.

Draft means AI can prepare text or structured work for review: customer replies, evidence packets, internal notes, retailer responses, or reviewer summaries.

Recommend means AI can propose a next step while a person, policy engine, or system of record remains authoritative.

Execute means AI can take an action only when it is explicitly allowed, reversible or low consequence, logged, and bounded.

Prohibited means AI must not touch the action even if it appears useful.

Why this matters

Without a boundary matrix, teams argue about AI in vague terms. With one, the conversation becomes operational: which fields, actions, systems, approvals, logs, and exceptions are in scope?

Use the AI Workflow Boundary Matrix as a template, or build it during a Verified AI Operations Audit.