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An automation that removes minutes from a task can also introduce review work, exceptions and operating charges. To assess its return, follow the complete case through closure. A 30-day pilot can provide an initial measurement record if budget assumptions remain separate from the results actually observed.
Define the scope before collecting numbers
Choose a countable operation that staff understand: a qualified customer request, a saved order or a processed and accepted document. Define completion. Rejected cases, abandoned cases and manual recovery must remain visible with their handling time. A success rate based only on easy cases creates a misleading comparison and makes expansion harder to assess.
AWS guidance on organization metrics ties a service's monitoring to business outcomes. Translate that principle into a unit your operations team recognizes. One technical execution might handle several cases, while one case might require several executions. Neither execution counts nor token usage can establish the benefit on their own.
Before the pilot, agree on measurement rules with operations and finance. Distinguish active handling time, waiting time and total customer lead time. CRM and ERP automation may accelerate request transfer while leaving a manager's approval time unchanged. Those outcomes need separate indicators and may justify different process changes.
Keep a 30-day measurement journal
Prepare a baseline before activating automation. Use a recent comparable period and retain the characteristics that explain effort: case type, complexity, channel and responsible team. A peak period and a quiet week are different populations. If there are few cases, extend observation before making a confident claim about the trend.
During the pilot, record preparation, review and correction time for each case. Include incidents and variable consumption, followed by shared recurring charges. Review the collection weekly so missing data can be corrected promptly. A substantial workflow revision starts a new measurement phase; record its impact separately instead of hiding it inside an overall average.
A simple tool can hold the journal if someone owns it and its definitions stay consistent. A custom CRM and ERP becomes relevant when the team needs integrated tracking per case, controlled access and reproducible exports. Choose the least complicated collection method that supplies reliable evidence for the decision.
TablePilot journal: assumptions and observations · shareable block
| Before the pilot | During the pilot | |
|---|---|---|
| Population | Inclusion rules and case categories. | Included and excluded volumes with documented reasons. |
| Time | Manual baseline by category. | Preparation, review, correction and intervention. |
| Quality | Error definition and severity. | Escaped errors, rework and customer effects. |
| Costs | Implementation and operating budget. | Committed expenses, consumption and maintenance. |
| Value | Planned use for released capacity. | Reassigned work and spending actually avoided. |
Separate capacity from cash savings
For illustration only, assume 600 cases per month. Manual handling takes 10 minutes each. The new process requires 4 minutes, including review and correction. The theoretical released capacity is 60 hours. At an assumed loaded labour cost of CAD 45 per hour, that capacity has a monthly value of CAD 2,700.
That CAD 2,700 describes available working capacity. When salaries and schedules remain unchanged, cash does not automatically improve by that amount. The team might absorb more volume, clear a backlog or spend additional time with customers. Finance should document the intended use and prevent the same hours being counted again as incremental revenue.
In the same simulation, assume an initial investment of CAD 12,000 and operating costs of CAD 900 per month. Total cost over 12 months is CAD 22,800. If all the released capacity is useful at the assumed valuation, theoretical gross benefit is CAD 32,400. The capacity return is 42.1%: CAD 32,400 minus CAD 22,800, divided by CAD 22,800.
This does not establish a cash return. For that calculation, replace valued capacity with spending actually avoided and additional contribution margin attributable to the project, then subtract costs over the same period. These figures are teaching assumptions. They are neither Daillac project estimates nor observed customer results, and they exclude any unlisted financial effects.
Test the assumptions that change the decision
Recalculate using lower volume and longer review time. If the new process takes 7 minutes instead of 4, released capacity falls to 30 hours, worth CAD 1,350 per month at the assumed rate. Over 12 months, its value is CAD 16,200 and the capacity return becomes negative, approximately minus 28.9%.
Vary the proportion of eligible cases as well. A tool that works well for one small category may have little effect across the department. Measure other categories before extending the pilot's result to them. Integration and maintenance costs may also change when a new system enters the scope or a provider changes its API.
AWS guidance on quantifying business value recognizes several kinds of benefit. Retain those the business can explain, including response time, quality and avoided spending. A custom web application can make the measures accessible, although a dashboard still depends on reliable definitions and collection.
Decide whether to expand, revise or stop
Set acceptance criteria before starting: acceptable quality, maximum review effort and cost per completed case. The business owns these thresholds. A severe error may require suspension even when average financial indicators look favourable. Give a named person authority to pause the workflow and restore manual processing.
At the decision review, operations confirms quality and usable capacity. Finance validates costs and recognized savings. The technical team presents incidents, maintenance expectations and expansion limits. Incomplete evidence may justify a longer pilot. If so, document the extra budget and the precise uncertainty the additional observation is supposed to resolve.
Related implementation guides
Practical questions
Are 30 days enough to reach a conclusion?+
They provide an initial observation. Low volume, seasonal activity and rare incidents may require a longer measurement period before expansion.
Is saved time a financial saving?+
It first creates available capacity. Cash savings require an expense that is actually reduced or avoided and validated by finance.
Should human review be counted?+
Yes. Include corrections, exceptions, maintenance and incident management effort in the complete process cost.
Which indicator should be compared?+
Compare full cost per completed and accepted case, alongside lead time and quality. Keep failures and exclusions visible in the record.
Review your workflow with Daillac
Bring one representative case, its exceptions and your acceptance criteria to scope the next step.
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