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Illustrative workflow

Improve first-pass yield

This is an acceptance-planning guide, not a customer result, typical outcome, or performance guarantee.

Set the baseline

Define the current workflow, data quality, volume, timing, error rate, cost, owner, and measurement method before evaluating a change.

Describe testable behavior

Document inputs, outputs, roles, decisions, approvals, exceptions, integrations, audit events, accessibility, privacy, security, retention, and recovery. Separate required product behavior from customer process and external-system behavior.

Accept results carefully

Use representative and failure scenarios, an agreed comparison method, and a qualified human reviewer. Record limitations and exceptions. An estimate becomes a commitment only through a signed scope with acceptance criteria.

Scope this workflow

Necessary technology is always active because it provides security and remembers this choice.