Tool Gate · How it works

How the AI Risk Register & Treatment Tracking gate works

How the AI Risk Register grades each entry: six weighted governance fields and an accepted-high-residual gate that forces UNGOVERNED when a high-residual accepted risk has no named owner — which is how entry R-03 scores 78 and still fails.

How the gate works

This tool grades whether each entry in your AI risk register is governed enough to be defensible. Each control is marked from your own evidence and weighted into a 0–100 score — and then the score is run past a gate that can only make the verdict worse.

The 6 weighted controls

ControlWeight
Likelihood rated12
Impact rated12
Treatment decided20
Owner named22
Residual rated18
Review current16
Total100

The verdict bands

GOVERNED
score 75 and up
GAP
score 45 to 74
UNGOVERNED
score below 45
Accepted-high-residual gate · worsen-only

A risk you accept, at high residual severity, with no named owner (or an overdue review) is UNGOVERNED — regardless of the score.

In the worked sample it scores 78 out of 100 and still reads UNGOVERNEDEntry R-03 is an accepted, high-residual risk that scores well on paper — but nobody owns it, so the register isn't defensible. The one thing to fix first: Name an owner for the accepted high-residual risk.

Common questions

Can something score well on the AI Risk Register & Treatment Tracking and still fail?

Yes. The weighted score is run past a worsen-only gate — the Accepted-high-residual gate — that can only make the verdict worse. In the worked sample it scores 78 out of 100 and still reads UNGOVERNED, because entry R-03 is an accepted, high-residual risk that scores well on paper — but nobody owns it, so the register isn't defensible.

What is a worsen-only gate?

A dispositive rule that can only lower a verdict, never raise it. One fatal flaw overrides an otherwise-good score, because a high average can hide a single disqualifying gap. The tool also names the one thing to fix first — here, "Name an owner for the accepted high-residual risk".

A working aid for grading a risk register — not a risk assessment, certification, or legal advice.

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<iframe src="https://redhub.ai/visuals/tool/ai-risk-register-treatment-tracking-system.html" title="How the AI Risk Register & Treatment Tracking gate works — RedHub AI" width="760" height="1610" loading="lazy" style="border:0;width:100%;max-width:760px"></iframe>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai/visuals/tool/ai-risk-register-treatment-tracking-system">How the AI Risk Register & Treatment Tracking gate works</a> — by <a href="https://redhub.ai">RedHub AI</a>, the AI that tells you when to doubt it.</p>

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<a href="https://redhub.ai/visuals/tool/ai-risk-register-treatment-tracking-system"><img src="https://redhub.ai/visuals/tool/ai-risk-register-treatment-tracking-system.png" alt="Diagram of the AI Risk Register: six weighted governance fields, an accepted-high-residual gate, and entry R-03 scoring 78 that still reads UNGOVERNED." width="760" loading="lazy" style="max-width:100%;height:auto;border-radius:16px"></a>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai">RedHub AI</a> — the AI that tells you when to doubt it.</p>

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This is how AI Risk Register & Treatment-Tracking System works. More diagrams in the Visual Field Guide.