Automation projects fail forecasting when teams only count licence costs and ignore change management, exception handling, and monitoring. A credible ROI model includes baseline labour, error cost, and opportunity value.
Baseline the manual process
Document steps, average handling time, error rate, and rework cost. Interview operators—not only managers—to capture edge cases that break simplistic flowcharts.
If the process changes weekly, stabilise operations before automating or you will automate chaos.
Model benefits conservatively
Apply a utilisation factor (we often use 0.6–0.75) to theoretical time saved. Include maintenance hours for the automation itself.
Revenue uplift is valid only when you can tie automation to faster cycle times or capacity that sales can actually fill.
Governance and scale
Define owners for alerts, failure queues, and quarterly reviews. Automations without owners become silent technical debt.
Prioritise integrations with systems of record (CRM, ERP) over isolated scripts in personal inboxes.
Put these ideas into action
Book a consultation with Tzi Yi Holdingsand we'll tailor a roadmap for your goals.