AI Governance Process2 min read

AI Governance Step 5: Quantify the Risk in Dollars

The Core Reality: Before production, the risk is estimated in dollars with and without the planned controls, as a range with stated assumptions. Finance validates the figures. The difference between the two numbers is the value of the controls, which is what a board needs to decide.
The AI governance process, step by step · Step 5 of 8
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Read the overview first →
Where Teams Get Stuck

High, medium and low ratings carry no unit, so budgets and trade-offs cannot be compared.

How RAMP Handles It

RAMP's Valora engine produces the before-and-after estimates, shows the assumptions behind them, and sends them to the CFO for validation.

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In-Depth Guide
The Situation

Leadership asks how much risk is acceptable and what it costs to reduce.

Where Teams Get Stuck

High, medium and low ratings carry no unit, so budgets and trade-offs cannot be compared.

How RAMP Handles It

RAMP's Valora engine produces the before-and-after estimates, shows the assumptions behind them, and sends them to the CFO for validation.

Before and after controls

The inherent figure is what the system could cost if nothing is done; the residual figure is what remains once controls are in place.

Ranges, not false precision

State the assumptions and show a range. A figure finance has reviewed and can explain is worth more than a precise one nobody trusts.

Frequently asked questions

Are the dollar figures exact?
No. They are estimates with stated assumptions, shown as ranges and validated by finance.
Leadership Action Item

Estimate the top systems first. Next: Gate 2.