- backlog, delay, error or repeated correction is consuming capacity;
- service quality is becoming harder to sustain;
- managers are overloaded by routine decisions and escalations;
- critical work depends on one person or informal knowledge;
- procedures, measures, training or backup coverage are weak;
- distributed handoffs keep losing context; or
- AI-assisted work lacks clear human review and accountability.
You do not need to choose a service first. Start with the observable symptom, business consequence and decision leadership needs to make.



