Current routine effort
Monthly jobs multiplied by observed routine minutes gives the current workload. Exclude waiting time unless the team is actively working during it.
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Estimate the capacity one AI workflow could release.
Replace the illustrative starting inputs with observed monthly volume, routine handling time, loaded team cost and the share an agent can reasonably carry. The output is a planning estimate, not promised savings or a verified result.
Capacity estimator
Use one recurring workflow.
This planning estimate excludes software, implementation, review time and any revenue or service impact. Validate the inputs against live work before using the number in an investment decision.
Estimated monthly capacity
96 hrs
Current routine effort
160 hours / month
Agent-carried share
60%
Capacity value at your cost input
₹67,200 / month
Read the estimate as capacity, not automatic savings.
Released hours only become value when the business can redirect the time, absorb growth, improve service or avoid a real cost. Keep that operating decision separate from the arithmetic.
Agent-carried share
Apply only the share the agent can complete after accounting for exceptions, incomplete information, review and human judgment.
Capacity value
Multiply released hours by a defensible loaded hourly cost. This is a comparison point before implementation and operating costs.
Use evidence you can show beside every input.
An estimate becomes useful when each number has an owner, a source and a plan for replacing assumptions with live evidence.
Monthly job volume
Good sourceQueue, CRM, ticketing, finance or operations record
Validation checkUse a representative period and note seasonality, peaks and duplicate cases.
Routine minutes per job
Good sourceObservation, time sample or process log
Validation checkSeparate active work from waiting and record meaningful variation between case types.
Loaded hourly cost
Good sourceFinance-approved employment or contractor cost
Validation checkUse a consistent basis and do not confuse salary, billing rate and opportunity cost.
Agent-carried share
Good sourceWorkflow map, test cases and exception review
Validation checkDeduct work that needs judgment, missing data, approval, correction or process ownership.
Include the full cost of making the workflow dependable.
The calculator intentionally keeps the arithmetic simple. The investment case should add every cost required to design, launch, govern and improve the workflow.
Workflow design
Process mapping, edge cases, information quality, owner decisions and the definition of done.
Connections and setup
Approved access, integrations, environments, testing data and source-system changes.
Control and assurance
Permissions, review, security, documentation, monitoring and required compliance work.
Ongoing operation
Usage, support, exception handling, corrections, process ownership and improvement over time.
Build three views of the business case.
A single optimistic estimate hides uncertainty. Use a cautious case for approval, an expected case for planning and an upside case only when the assumptions are defensible.
Cautious case
Lower agent share, full review load, complete operating cost and no unproven revenue or service benefit.
Expected case
Observed volume and handling time, tested exception rates, likely review needs and agreed operating cost.
Upside case
Higher adoption or business impact only where the workflow design and available evidence support it.
Keep these claims outside the calculator until they are measured
Revenue lift from faster or better follow-up.
Service improvement from shorter response or resolution.
Quality improvement from fewer errors, escalations or missed steps.
Replace the planning model with live evidence.
Agree on the decision before the pilot begins: continue, improve or stop based on a defined set of cases and measures.
A credible result keeps the review work visible.
Count exceptions, corrections, owner time and process changes beside the work the agent completes. Released capacity is the net operating change, not the agent activity alone.
Before launch
Confirm volume, handling time, quality, delay and the cases excluded from the workflow.
During live work
Record agent completion, human review, exceptions, corrections, failures and elapsed time.
At the decision point
Compare net capacity and outcome measures with the full cost and the agreed control standard.
Bring the estimate and the work behind it.
We will test the assumptions against the process, add the missing costs and define the evidence needed before an investment decision.