Map the current workflow
Choose one process such as matching order records to incoming payments. Identify the source record, trigger, operator decision, output and exception owner. Observe routine work and awkward cases; an automation that handles only the easiest inputs may move effort rather than remove it.
Candidate improvements include rules-based matching, approval routing, notifications and reconciled reporting. AI is optional and should not obscure the business rules or responsibility for an incorrect decision.
Copy this baseline worksheet
Editable assumptions; replace with observed values
| Input | Illustrative value | How to measure |
|---|---|---|
| Monthly tasks | 600 | Count a representative period |
| Minutes saved per task | 4 | Compare manual and pilot handling |
| Hourly labor cost units | 12 | Agree the costing basis |
| Recurring monthly cost units | 180 | Include hosting, tools, review and maintenance |
| Implementation cost units | 1,800 | Include setup, training and migration |
Calculate value without inventing a result
Estimated released capacity = 600 × 4 ÷ 60 = 40 hours/month. At 12 cost units/hour, capacity value is 480 units. Subtract 180 recurring units for an estimated monthly net value of 300. Simple payback is 1,800 ÷ 300 = six months, using these hypothetical assumptions only.
Released staff capacity is not automatically cash savings. Rework, peak demand, adoption and fixed salaries can change the business outcome. If net monthly value is zero or negative, this model has no positive simple payback. Try a lower saving and higher review cost before trusting a single estimate.
Pilot, reconcile and monitor
Use a bounded dataset and agreed acceptance criteria.
Compare totals, exceptions and operator effort with the old process.
Test repeated events, unavailable APIs and manual recovery.
Limit access, define retention and review provider data handling.
Document alert ownership and stop conditions before expansion.
Integration and privacy constraints
Confirm API contracts, rate limits, account ownership and data-export rights. Avoid copying an entire customer record when a reference is enough. Review who can approve a correction and how to reverse an incorrect action. These decisions belong in the design and handover, not only in the implementation estimate.
Frequently asked questions
Does automation always save money?
No. Compare the whole operating cost, exception rate and actual use of released capacity before deciding to expand.
Should we automate approvals completely?
Only where the rules and authority justify it. Keep uncertain or high-impact exceptions reviewable by an accountable person.