GUIDE
A guide to governing AI usage inside the enterprise
AI entered your organization without asking permission. This guide walks you from acknowledging that reality to working governance: a few principles, six numbered steps, and evaluation questions to test yourselves.
Governing AI usage starts with seeing reality, not writing the document: inventory current usage, classify data, draw roles, turn policy into switches checked on every request, open an easier official alternative, and run a register reviewed on cadence — six steps this guide details.
THE PROBLEM
The problem: the tools arrived before the policy
AI did not enter organizations through procurement. It entered through the browser: an employee tried a tool and finished in an hour what used to take a day, the word traveled desk to desk, and personal accounts multiplied before a single line of regulation was written.
Leadership then wakes to two false choices: a blanket ban that pushes usage into the shadows and costs the organization its evidence, or blanket permissiveness that sends work data to tools whose terms nobody read. Both share the same flaw: nobody sees what is actually happening.
Governance is the third path: open usage inside drawn boundaries, checked on every request rather than in annual training, with everything written to a register audit can read. This guide is the map to it.
The question is not "do we allow AI?" but "through which door does it pass, and who sees its trail?"
THE PRINCIPLES
Principles before steps
- Governance is an operating surface, not a document. A rule that cannot be enforced by a switch or a named approval stays ink — write less, enforce more.
- Visibility before control. You cannot control what you cannot see: an honest inventory is the first act of control.
- Enablement is the condition of compliance. Employees follow the official path when it is easier than the workaround — not a minute sooner.
- Evidence is written as it happens. Evidence reconstructed later costs weeks; evidence recorded in the moment costs nothing.
THE STEPS
The six steps
The order is deliberate: each step prepares the next, and the first requires buying nothing.
- Inventory reality. Ask departments what tools and use cases they actually run — no blame. The goal is a usage map, not a violations report; blame corrupts the map's accuracy.
- Classify data and sources. What may reach a general model? What leaves your systems only by enablement and role? Three tiers suffice at first — and classification is a business decision before a technical one.
- Draw roles and permissions. Three roles open the road: employee, manager, and sensitive-data handler. The map widens later with real usage, not before it.
- Turn the policy into switches. Every enforceable clause becomes a setting checked at request time; every clause needing a human becomes a named approval with a response window. Whatever resists conversion, rewrite.
- Open the official alternative. A chat gate under the work identity, aware of your enabled sources, productive on the most common cases from day one — and announce plainly what it records and what it never collects.
- Run the register and the review. An entry per use, a board leadership reads, and a recurring review that reads the numbers and moves the boundaries — so governance stays alive, breathing with reality.
ILLUSTRATIVE
WHAT LEADERSHIP CAN ANSWER — ILLUSTRATIVE
Illustrative shares of "who used what, on which data?" questions leadership can actually answer — the shape is the idea, not the figures.
EVALUATION
Evaluation questions
- Who can answer "who used what" today? If the answer is "nobody", the inventory is your first step — before any purchase.
- Is our policy machine-enforceable? Take three random clauses and ask: where is each checked at request time?
- Who approves the exception, and within what window? An exception without an owner and a window is a vulnerability with a delayed announcement.
- Is the official alternative genuinely easier? Count its steps against opening a personal tab — the difference is the size of the coming shadow.
EVALUATION QUESTIONS
Questions raised in every evaluation.
Do we need a finished policy before any pilot?
No — you need clear boundaries for two departments and a working register. Good policy is written from visible usage, not before it.
Who owns the governance file: IT or compliance?
A small committee is its best home: IT enforces, compliance questions, the business states the need — and one register gives all three the same facts.
When does the first tangible result appear?
Visibility starts with the first request that passes the gate and gets recorded. Completing roles and enablements is a weeks-long program led by measurement — the cadence is yours.
CLOSE
Closing: start small, record everything
Governance is not a document project delivered and forgotten; it is an operating layer that lives with usage and widens with it. Organizations that start with two departments and a working register always outpace those waiting for the perfect policy.
This layer is what Seamless Enterprise was built to be — start from:
Print the guide. Then discuss it.
Print the six steps, mark where you stand on each, then bring the paper — the session starts from your gaps, not a generic walkthrough.