What is automation ROI?+
Automation ROI compares the measurable value created by a workflow with the complete cost of implementing and operating it. A responsible model includes implementation, software, maintenance, human review, exceptions, and adoption—not only the minutes a demo appears to save.
Does capacity value equal cash savings?+
No. Capacity value estimates the loaded labor value of time returned to the team. It becomes cash savings only when payroll or outside spend is actually reduced. It may instead create capacity for faster response, additional volume, customer work, quality control, or other priorities.
How accurate is this AI automation ROI calculator?+
The calculator is a directional planning model, not a forecast or guarantee. Its usefulness depends on the quality of the workflow baseline, the realism of the automatable share, the human-review estimate, implementation cost, and recurring operating cost. Validate important decisions with observed workflow data.
What should implementation cost include?+
Include discovery, process design, application work, integrations, data preparation, security controls, testing, rollout, training, and initial operating setup. Recurring software, infrastructure, model usage, monitoring, support, and improvement belong in monthly operating cost.
What makes a workflow a good automation candidate?+
Strong candidates usually have repeatable volume, stable rules, accessible data, measurable handling time, defined exceptions, and a clear owner. Work involving ambiguous judgment, unsafe system access, poor source data, or no recovery path needs redesign before automation.