Automation Depth Ladder

The Automation Depth Ladder ranks back-office tasks by how deeply they depend on client-specific judgment, from shallow (invoice data entry, timesheet reconciliation) to deep (compliance exception handling, contractor dispute resolution). Shallow tasks are safe to hand to AI agents and deliver immediate margin relief; deep tasks require human oversight and should be automated only with explicit escalation rules. Agencies that map their back-office work onto this ladder avoid the common failure of over-automating judgment-heavy processes, which erodes client trust and creates rework. For example, Woodrow can reconcile bank statements and validate payroll across ERPs without human intervention, but a contractor classification dispute still needs a human decision. The ladder helps agencies decide where to deploy tools like Coasty for screen-based data entry versus where to keep a human in the loop, protecting both margin and delivery quality.