Two pieces of research anchor every serious conversation about automation economics. McKinsey Global Institute's landmark analysis found that with technology already demonstrated, about 30% of activities in most occupations are automatable: not 30% of jobs eliminated, but 30% of the hours inside jobs. Deloitte's 2022 survey of 479 executives, meanwhile, found that organizations that scaled intelligent automation beyond pilots reported an average cost reduction of 32%.
Both findings deserve careful reading. They describe what disciplined programs achieve in the workflows they target, not a guaranteed haircut on your total payroll. The savings live in specific places: data entry, document handling, status communication, scheduling, reconciliation. The judgment calls, relationships, and exceptions stay human.
The mid-market translation
In a dental group, the automatable 30% looks like insurance verification, intake re-keying, and confirmation calls. In an accounting firm, it's document chasing and status updates. In a home health agency, it's referral intake, onboarding checklists, and report assembly. The pattern is always the same: high-volume, rule-based, multi-system workflows that someone currently does by hand because no one had time to fix them.
The sound methodology is baseline-first: document the hours and error rates of a workflow before automating it, automate the highest-volume workflow first, then measure against the baseline. If a vendor proposes automation without measuring your current state, they're selling software, not savings.
Why this is now a mid-market conversation
Intelligent automation used to require enterprise budgets, which is why the Deloitte numbers historically came from large shared-services organizations. Modern AI tooling has sharply reduced the cost of building these workflows. Savings that once required a consulting army are now within reach of a mid-market company or a multi-site group, if the work is scoped honestly and measured against a real baseline.
Sources
- McKinsey Global Institute, “A Future That Works” (2017): ~30% of activities in most occupations are automatable with currently demonstrated technology
- Deloitte, Automation with Intelligence (2022 global survey, 479 executives, 35 countries) (2022): 32% average cost reduction achieved by organizations that scaled intelligent automation beyond pilots