Judgment Retention Ratio

Judgment Retention Ratio is the share of back-office steps that still route through a human decision point after automation, expressed against the total steps in the workflow. Agencies that push the ratio toward zero discover that contractor onboarding, invoice exceptions, and compliance sign-offs are not uniform tasks: a large majority are deterministic and safe to hand to an agent, while a thin tail carries the client-specific context that no screen-reading or ERP-writing tool can infer. The framework asks operators to map each workflow, tag steps as deterministic or judgment-bearing, and set a deliberate floor for the second group. WorkMarket's Labor Cloud model shows the pattern well: verification and payment run automatically, but pool admission stays a human call. Totum AI writing entries into Tally or Zoho works until a vendor dispute needs a ruling. Set the floor too low and delivery quality degrades quietly; set it too high and the retainer economics never improve.