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AI GOVERNANCE COST · Calculator

AI Governance Cost & Savings

Work out what AI review, evidence and reporting cost you today, what a program could free, and how large a cut it must deliver to cover its own cost.

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  • Result before any contact step
Illustrative · Example values
250 SYSTEMS × 2 REVIEWS A YEAR · 2 h EACH · EXAMPLE VALUES· · ·BASELINE1,000 h · $80,00040% CUTAFTER600 h STAY400 h FREED$32,000 CAPACITYCASH SAVED $0REALIZATION 0%YEAR-1 COST $22,000 · CAPACITY ROI 45.45% · BREAK-EVEN CUT 27.5%
REVIEW HOURS A YEARBASELINE1,000 h−40%AFTER600 h STAY400 hFREED
Capacity value
400 h freed · yearly capacity value $32,000
Cash saved
$0 · cash realization 0%
Year 1
cost $22,000 · capacity ROI 45.45% · break-even cut 27.5%

1,000 baseline hours. A 40% cut frees 400 hours worth $32,000 of capacity; cash saved stays $0 until a realization share is entered.

Governance work grows with every AI system and vendor you add. Each one needs a review, a set of records and a place in the report that leadership reads. This calculator turns your own counts, hours and rates into a yearly workload and a yearly cost, so a proposal to reduce that work can be tested against numbers you can defend.

It keeps four things apart: the effort you carry now, the time a program could free, what the program costs, and the share of that freed time that becomes money you actually stop spending. Time freed is capacity. It is not expense reductions until your budget changes.

Your inputs · worked out in your browser

0 of 5 required fields filled · empty

Everything is worked out in your browser. Anvaylo does not receive the numbers or answers you enter, and nothing is saved when you leave the page. Use estimates and roles, not names, contract text, customer records or credentials.

01 · Scope

What goes through review today.

A whole number. Count each one that goes through your review process.

A part-year value such as 0.5 is fine.

02 · Effort per review

Average hours, from your own records where you can.

Intake, assessment and sign-off.

Gathering and checking records. Empty counts as 0.

Empty counts as 0.

03 · Rates and reduction

Your own estimates. Nothing here is a forecast.

Pay plus benefits and overhead for the people who do this work.

Applies to the hours that can be reduced. If the new process would be slower, enter 0: this tool cannot show extra effort.

For example final human sign-off. Empty counts as 0.

Share of the freed time that becomes real spending cuts. Empty counts as 0.

04 · Investment

What the program or tool costs.

Counted in year 1. Empty counts as 0.

Counted every year. Empty counts as 0.

05 · Period

How many years of cost and value to add up.

Compare a second scenario

Scenario B starts as a copy of your inputs above. Change what differs, such as the cut or the cost, and the result shows both side by side.

Waiting for inputs

Your estimate

Enter your numbers or load the example to see hours, capacity value and cost savings.

What you get

  • Baseline hours and cost per year, and the hours that can realistically be reduced
  • Hours freed and the capacity value, with cost savings shown as a separate figure
  • Productivity valuation ratio and financial ROI for each year and over one to three years
  • The break-even reduction, with a plain statement when it is not reachable or not defined
  • Low, base and high cases with printed factors, a second scenario to compare, and a CSV of the year rows

If you accept analytics cookies, we record only which tool was opened, that a result was shown and which export or service link was used. Inputs, answers and results are never part of that record.

Method version 2026-10-14. Planning estimate from your own assumptions. It is not a forecast, a quote or financial advice, and it does not promise any saving or return.

How it works

Start with the work you do today. Multiply the AI systems or vendors in scope by the reviews each gets in a year, then by the review hours plus the evidence hours for one review. Add the leadership reporting hours for the year. That total is the baseline effort, and the baseline cost is those hours at your loaded hourly rate.

Some steps should never be cut, such as a named person signing off a high-impact decision. Enter the share of hours that must stay manual. The calculator removes that share first, so your expected reduction applies only to the hours left. Hours freed are those reducible hours multiplied by the reduction you expect.

Capacity value is the hours freed multiplied by the hourly rate. It describes time people get back. Cost savings is a separate figure: capacity value multiplied by the cost-savings realization share you enter, which starts at zero. Pay for staff who finish sooner does not fall by itself, so no freed hour is counted as money until you say so.

Year 1 carries the one-time cost and the yearly running cost. Later years carry the running cost only. For each year, and for the whole period you choose, the page shows net value and ROI twice, once for capacity and once for cash. ROI is net value divided by cost, and it is shown as not defined when the cost is zero.

The break-even reduction is the cut that makes value equal cost: the cost divided by the value of removing every reducible hour. A figure above 100 percent is reported as not reachable, because removing all reducible hours would still not repay the cost. The tool is not an AI readiness assessment and does not size how much you should spend.

Formula and rules

Formula and rules, all in your browser
baseline hours = systems × reviews per year × (review hours + evidence hours) + reporting hours
baseline cost = baseline hours × hourly rate
reducible hours = baseline hours × (1 − manual share)
hours freed = reducible hours × reduction
capacity value = hours freed × hourly rate        (time, not expense reductions)
cost savings = capacity value × cost-savings realization    (cost-savings realization starts at 0)
cost, year 1 = one-time cost + yearly running cost; later years = running cost
ROI = (value − cost) ÷ cost, shown for capacity and for cash; not defined when cost is 0
break-even reduction = cost ÷ value of a full reduction of the reducible hours
break-even above 100 percent = not reachable; cost of 0 = not defined
low, base, high = your reduction × 0.5, × 1, × 1.25; the high case stops at 100 percent
avoided fines or penalties are never counted as a saving

Assumptions

  • Every system gets the same number of reviews and every review takes the same average time. Real portfolios are uneven, so use averages from your own records.
  • The expected reduction is your own estimate. It applies only to the hours that are not kept manual.
  • Cost-savings realization is zero unless you enter a share. A freed hour is counted as money only through that share.
  • The one-time cost falls in year 1 and the running cost is the same every year. Inflation and discounting are not modelled.
  • The low and high cases use illustrative factors of 0.5 and 1.25 on your reduction. They are not forecasts and carry no probability.
  • The tool cannot show a process that becomes slower. A reduction of zero is the floor, so a slower process would be worse than any result shown.

Worked example

Illustrative worked example · example valuesSample

A team has 250 AI systems in scope. Each gets 2 reviews a year. One review takes 1.5 hours of assessment and sign-off plus 0.5 hours of evidence work, and there are no leadership reporting hours. That is 250 × 2 × 2 = 1,000 hours a year. At $80 an hour the baseline cost is $80,000.

The team expects a 40% cut, with no hours kept manual. That frees 400 hours a year, worth $32,000 of capacity. The program costs $10,000 once and $12,000 in each year, so year 1 costs $22,000. Year-1 productivity valuation ratio is (32,000 − 22,000) ÷ 22,000 = 45.45%. The team enters zero for cost-savings realization, so cost savings is $0 and the financial ROI is minus 100 percent. The break-even cut is 27.5% in year 1 and 15% in later years.

The low case halves the cut to 20%: 200 hours, $16,000 of capacity a year and a year-1 productivity valuation ratio of -27.27%. The high case uses 50%: 500 hours, $40,000 of capacity in each year and 81.82%. Choose 3 years and the cost is $46,000 against $96,000 of capacity value, an ROI of 108.7%. All of it is capacity. Nothing here is a promise of savings.

Evidence to gather

Records that make the result easier to check and act on:

  • Review log counts: the AI systems and vendors reviewed in the last 12 months and the number of reviews each had.
  • Timesheets or ticket timestamps for a sample of recent reviews, split into assessment, sign-off and evidence gathering.
  • A loaded hourly rate from finance, covering pay, benefits and overhead for the roles that do this work.
  • Current tooling and contractor cost for governance work, so you can see which costs could really fall.
  • A measured pilot of the program or tool on a small batch of reviews, rather than a vendor figure for the cut.
  • Quotes for the one-time and yearly cost, and the budget owner who confirms which spending lines would drop.

What it does not do

  • It does not count avoided fines or penalties, and it cannot estimate whether or when a regulator would act.
  • It does not turn freed hours into cash. Only the cost-savings realization share you enter is treated as money saved.
  • It does not forecast results. Low, base and high are illustrative factors on your own reduction, not probabilities.
  • It does not assess whether a program is right for you, whether a vendor claim is true, or whether your controls work.

Questions

What is the difference between capacity freed and cost savings?

Capacity is time people get back, valued at the hourly rate you enter. Cost savings is money your business no longer spends, such as fewer contractor hours or a tool you stop paying for. A salaried team that finishes sooner has more capacity but the same payroll. Enter a cost-savings realization share only for time that turns into lower spending.

Why are avoided fines or penalties not counted?

A penalty is not an expected saving. Whether a regulator acts, when, and for how much depends on facts this tool cannot see. Counting a maximum penalty as a benefit would make almost any program look worthwhile, so the result counts only effort, cost and the cost-savings share you choose.

What counts as one AI system or vendor in scope?

Count each system, model or vendor that goes through your review process. A vendor with three separate products can be one item or three. Pick the unit that matches how your reviews are actually run, and keep it the same each time you use the tool so results can be compared.

What does the share that must stay manual do?

It stops the result from over-claiming. Some steps, such as a person signing off a decision that affects people, should not be removed. Enter the share of total hours those steps take. The tool takes them out first, so your reduction applies only to the hours that are allowed to shrink.

Why is a break-even figure sometimes not reachable?

The break-even reduction is the cost divided by the value of removing every reducible hour. If that is above 100 percent, even removing all of them would not repay the cost, so no reduction is enough on these numbers. The page then shows the figure that would be needed and says plainly that it is not reachable.

Why does ROI sometimes read not defined?

ROI is net value divided by cost. When the cost is zero there is nothing to divide by, so the page says it is not defined rather than showing a very large or empty number. The same applies to break-even, which has no meaning when there is no cost to cover.