Do not automate a broken process
Map ownership, trigger, input, handoff, and measurement before adding AI.
Public SystemsByAI standards for mature, safe, measurable AI business automation.
Map ownership, trigger, input, handoff, and measurement before adding AI.
Every customer-facing workflow needs a human handoff and fallback.
Credentials, regulated records, and private tokens do not belong in public intake.
Every automation needs an owner, trigger, fallback, and measurement.
Dashboard value is measured by owner decisions, not charts.