Preparing your AI transformation journey...
What's actually automatable today across common business roles—no hype.
141 business roles analyzed
Data-driven insights from comprehensive role analysis
with existing tools and proven implementations
Highest automation potential found in document-heavy, rules-based workflows with structured data inputs.
highest ROI opportunities identified
Clear correlation between process standardization and automation success rates.
and why that matters for your strategy
Relationship-dependent roles show lower automation potential but higher AI-augmentation opportunities.
37 of 141 roles (26%) show immediate high-ROI automation potential. Success depends more on data quality and process standardization than on advanced AI capabilities.
Department-specific automation opportunities and recommended starting points
Transparent analysis framework for automation potential assessment
Breaking down each role into discrete, measurable tasks with complexity and frequency scoring.
Assessment of structured data inputs, decision rules, and outcome measurability for each task.
Regulatory, compliance, and risk factors that limit or require human oversight.
ROI = (Labor Time Saved + Error Reduction + Efficiency Gains) ÷ (Software + Implementation + Training Costs)
All estimates use conservative automation percentages and include full implementation costs.
Validation against McKinsey, Gartner, and WEF automation research and real implementation data.
Use our AI Readiness Scorecard and ROI Calculator to apply this methodology to your specific organization.
After download, get invited to a short briefing session to discuss implementation for your organization