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Practical tool / Investment

AI ROI calculator: capacity, cost and payback

Estimate workflow value, adoption, remaining effort and payback using your own inputs. A private browser worksheet with formulas and explicit limitations.

Explicit assumptions. Calculations stay in your browser.

The decision

Use this calculator to test a workflow business case, not to predict a return. It distinguishes positive released capacity from realized value, counts added labor conservatively and shows when the stated assumptions do not produce payback. All calculations run in the browser.

  • Enter your own costs and investment; monetary inputs start empty.
  • Review and rework belong in remaining effort.
  • No inputs are submitted or stored after this page is reloaded.

Test the investment assumptions

Workflow economics

What value can the business realize?

USD / month

Enter your own assumptions to compare scenarios. Include review and rework in remaining effort. No costs or investment are preset.

0–10,000,000
0–100
0–10,080
Include review, rework and fallback effort. 0–10,080
Use your own estimate; zero is allowed.
The share of released time that becomes useful value. 0–100
Use your own estimate; zero is allowed.
Use your own estimate; zero is allowed.

Enter a number within each stated range to calculate the scenario.

Positive capacity is discounted by the capture assumption. Added labor is counted at full hourly value. Constant volume and costs; no discounting or taxes. Inputs stay in this page and are not submitted.

What the calculator measures

The model compares human effort on adopted tasks with the additional cost of operating the AI workflow. It uses a capture fraction to distinguish positive capacity released from value the organization can realize. The model assumes the proposed workflow meets the same accepted-task quality requirement as the baseline.

Eligible tasks are the cases the feature can actually handle. Adoption is the share of those tasks using the proposed workflow. Remaining effort includes human review, correction and fallback averaged across adopted tasks, including attempts that need extra work.

Inputs and accounting boundaries
InputHow to estimate it
Baseline minutesHuman effort for a comparable accepted task before the change.
Remaining minutesHuman effort after the change, including review and rework.
Loaded hourly valueA defensible value for the affected capacity; not automatically cash savings.
Capture percentageThe share of positive released capacity that becomes useful value.
Additional operating costSystem operation, maintenance and other added costs not already counted in remaining effort.
Initial investmentImplementation, integration, migration and other one-time costs in the chosen scope.

The complete calculation

Formulas
adopted = eligible tasks × adoption / 100
hours = adopted × (baseline minutes − remaining minutes) / 60
if hours ≥ 0: value = hours × hourly value × capture / 100
if hours < 0: value = hours × hourly value
net = value − additional monthly operating cost
payback months = investment / net, only when net > 0
first-year simple ROI = (12 × net − investment) / investment

The capture factor discounts only positive capacity. If the new workflow adds labor, that cost is counted at the full hourly value. Payback is not reached when net monthly value is zero or negative. First-year ROI is not defined when the initial investment is zero; a zero denominator should not produce an infinite percentage.

The first-year measure includes twelve months of constant net value and the initial investment. It is an undiscounted scenario calculation. It excludes taxes, financing, growth and the timing of a gradual rollout. Use a more detailed financial model when those effects are material.

Worked example: capacity and financial formulas

Use a synthetic workload of 10,000 tasks, 70% adoption, six baseline minutes and 1.2 remaining minutes. These assumptions release 560 hours per month. If 50% becomes useful capacity, that is the equivalent of 280 hours at the chosen hourly value. Enter your own hourly value, monthly operating cost and investment to calculate the financial outcome.

Workload arithmetic and financial formulas
StepCalculationResult
Adopted tasks10,000 × 70%7,000 / month
Hours released7,000 × (6 − 1.2) / 60560 / month
Realized value560 × hourly value × capture fractionUse your measured hourly value
Net valueRealized value − monthly operating costMay be positive or negative
Simple paybackInitial investment ÷ positive net monthly valueMonths; not reached if net value is nonpositive
First-year simple ROI(12 × net monthly value − investment) ÷ investmentPercent; undefined for zero investment

At 35% adoption, the same workflow releases 280 hours instead of 560. With 50% capture, the equivalent useful capacity falls to 140 hours. Fixed operating costs do not automatically halve, so net value may fall faster than adoption. Recalculate before treating the initial scenario as an investment case.

Use the result to choose the next experiment

Identify the uncertain input most likely to reverse the decision. A pilot can measure review effort or adoption; an operating discussion can establish whether released time will actually be used. If the result depends on nearly all capacity becoming cash savings, ask what expense or hiring plan would change.

  • Compare similar task classes and accepted outcomes.
  • Include difficult cases rather than timing only the easiest demo.
  • Do not count the same review labor in both remaining minutes and operating cost.
  • Model quality losses or additional benefits separately with an explicit attribution method.
  • Preserve the original assumptions and compare them with observed results after rollout.

Privacy and practical limits

The calculator performs arithmetic in this page. It does not submit the inputs to a server, analytics event or persistent storage. Reloading the page restores the synthetic example. The formulas and static example remain readable without JavaScript.

The output is a planning aid. It does not validate the task quality, data rights, technical feasibility or organizational change needed to achieve the inputs. Those are separate evidence requirements for the investment decision.

Method and scope

The decision frameworks and synthetic examples are TeqEngine’s editorial guidance.

Have a system like this in front of you?

We can scope a platform engagement directly, or begin with an architecture review when the next decision needs more evidence.