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AI Governance Documentation Template.

The instinct when starting AI governance documentation is to write a lot of it, and that instinct is wrong in a specific way. Documentation nobody maintains is worse than documentation that does not exist, because it creates a false record that an auditor or a customer will eventually test. Every template here earns its place by being legally necessary, commercially necessary or operationally load-bearing. Each has exactly one owner named as a role, and each is produced by doing the work rather than written about the work afterwards.

In depth

Documentation Nobody Maintains Creates A Record Somebody Tests.

01

What happens by default: the requirement gets answered with documents.

An ethics charter, a governance handbook, per-system policies, a separate AI risk register alongside the existing one. Six months later none has been updated, the register and the handbook disagree, and a customer reviewer finds two different answers to the same question and distrusts both. Meanwhile the evidence index that would have made an audit routine was never started, because it looked like the least interesting artifact on the list.

In shortMeanwhile the evidence index that would have made an…
02

What good documentation does: it writes eight things and refuses the rest.

Each one gets a single owner named as a role rather than a person, because people leave and a document naming an individual expires silently. Each is produced by doing the work: the intake ticket, the CI run, the approval comment, the alert configuration. The decision log stays append-only, because an editable log always agrees with the present, which is exactly what an auditor is trained to distrust. And the evidence index starts in week two.

In shortAnd the evidence index starts in week two
The detail

The Fields That Decide Whether A Document Is Worth Anything.

Three fields recur as the ones people leave out and later need urgently. Each turns a claim into something somebody else can check.

Zone · 01

Upstream vendors and data classes

In the register these are the two fields most often skipped. The first is what you filter on when a provider discloses an incident. The second is what you filter on when a customer asks which systems touch their data. Both questions arrive with a deadline and neither is answerable by reading code.

Zone · 02

Time available and independence

In the human oversight design, these two reveal nominal oversight faster than anything else. A reviewer with eight seconds per case and a throughput target is not oversight, whatever the process document says. Writing both honestly is uncomfortable and is the single most valuable thing that template does.

Zone · 03

Known limitations

In the system card this is the section enterprise reviewers read first, and its absence tells them nobody has characterised the system. Write at least three. A card with no limitations is a worse signal than any individual limitation you could have written down.

By the numbers

The figures that make it a board-level conversation.

8
templates, each with one named owner and a defined system of record
4
documents to skip, including the ethics charter and the governance handbook
60-80%
of customer security questions a maintained response pack answers with no engineering
Inside the report

What you'll take away.

01

Step 1 - Build the register schema in week one

Sixteen fields including upstream vendors and data classes. Everything else in the programme derives from it, and it is the only genuinely urgent one.

02

Step 2 - Start the evidence index in week two

Even if most rows say missing. Begun early it costs minutes a week; reconstructed before an audit it costs a quarter, and it is the one artifact that cannot be caught up.

03

Step 3 - Open the decision log in week three

Append-only, capped at about 150 words an entry, with a field for who disagreed and why. You are already making decisions and the reasoning is being lost.

04

Step 4 - Add the rest as systems reach the gates

System cards, impact assessments and oversight designs per system rather than in a batch, and the response pack built from questions customers have already asked.

Questions

Frequently asked.

What AI governance documents do we actually need?

Eight. A system register, a system card per elevated-risk system and above, an impact assessment for high-risk systems, a human oversight design, a decision log, risk acceptance records, an evidence index, and a customer response pack. Everything beyond those tends to be written once and abandoned, which is worse than not writing it.

What goes in an AI system card?

Purpose, intended use, out-of-scope use, users and affected people separately, how it works, data with provenance and legal basis, acceptance criteria, evaluation with the most recent results and date, known limitations, human oversight, disclosure with a screenshot, monitoring, fallback with its test date, and change history.

Where should we start if we have nothing?

Week one the register schema, because everything depends on it. Week two the evidence index, even if most rows say missing. Week three the decision log, since you are already making decisions and losing the reasoning. Then system cards, impact assessments and oversight designs per system as they come through the gates.

Do we need an impact assessment for every system?

No, high-risk only, plus anything a statute or customer contract requires. Applied uniformly it becomes a form-filling exercise that degrades until it is worthless. The section worth writing honestly even when awkward is the alternative considered, because assessments presenting AI as unambiguously superior read as advocacy and get the whole document discounted.

How long do we keep this documentation?

Register entries indefinitely, never deleting retired systems. System cards and impact assessments for the life of the system plus your retention period, longer where a statute specifies. Decision log and risk acceptance records indefinitely. Evidence index current plus two years. Statutory and contractual obligations take precedence.

Why must the decision log be append-only?

Because an editable log always agrees with the present, which is exactly what an auditor is trained to distrust. If a decision changes, write a new entry referencing the old one. The most valuable field is who disagreed and why, and editing it away destroys the only evidence that judgement was exercised.

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Next step

Start the evidence index before it feels worth starting.

It is the only artifact in the set that genuinely cannot be caught up later. Work through your documentation set with our engineering leads. A working session, not a sales pitch. SECTION 7 - FAQ - 5 to 8 questions

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