Business Value

Build the business case before you invest

Measure what the process costs today, test the proposed improvement, and include the costs of building and running the system.

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Compare the process before and after

Measure the current process

Measure volume, time, manual touches, errors, exceptions, and the cost of doing the work today.

Use observations and system data where available. Record the assumptions and the owner of each measure.

Measure the improvement

Track throughput, cycle time, quality, human intervention, and total operating cost.

Use model tests to check behavior and business measures to check results.

Check what caused the change

Separate changes caused by AI from changes in staffing, process, demand, or data.

Keep transaction evidence and intervention records. Use a comparison group when practical.

Review the results

Compare the result with the original case and prioritize the next improvements.

Include usage growth, support, rework, and model or integration changes in the review.

Estimate the operating benefit

Adjust the sample inputs to compare capacity released, realized benefit, and monthly operating cost.

Items per monthMinutes reduced per itemShare of items affected (%)Only this share receives the assumed time reduction.Loaded hourly cost ($)Benefit realization (%)Share of capacity value realized through an agreed business mechanism.Monthly private AI operating cost ($)Compute, model operation, infrastructure, and support.

Check each assumption against your process.

Sample estimate

Capacity released: 160 hours / month
Capacity value: $8,000
Realized benefit: $4,000
Net monthly operating benefit: $2,500

Illustrative inputs. Time released is not automatically cash saved. Net operating benefit = items × minutes reduced × affected share ÷ 60 × hourly cost × realization share − monthly operating cost. Implementation and hardware acquisition, transition cost, risk, and tax are excluded. A full investment case must account for them, including hardware depreciation and operating responsibility where applicable.

Decide how saved time will create value

Capacity can support more work, reduce overtime, avoid incremental hiring, improve service quality, or create cash savings. Those are different outcomes and should be measured separately.

Include the option to stop

Low volume, difficult integrations, poor data, or limited benefit may make a process change the better investment.

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Review your business case

Compare the current process with the costs and benefits of a proposed change.

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