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The Service AI Flow is how Twin processes support signals and produces useful assistance. It extends the OODA loop for case triage, context assembly, and resolution support.
1

Observe

Twin monitors changes across Zendesk, Salesforce, Freshdesk, Intercom, and Twilio for new cases, status changes, and SLA movements.
2

Orient

It maps new signals to the Service domain model: is this a new case, an escalation, or an SLA risk?
3

Context Assembly

Twin pulls customer history, prior cases, linked articles, SLA terms, and agent workload into a unified context object.
4

Reason

It evaluates next best actions: suggest a reply, flag an SLA, propose escalation, or surface a known solution.
5

Discover

Twin checks for gaps: missing customer info, unresolved prior cases, or policy mismatches.
6

Delegate

It routes preparatory tasks to domain agents, such as checking warranty entitlement or pulling device telemetry.
7

Collaborate

Twin presents proposals in the workbench as suggestions the practitioner can accept, edit, or reject.
8

Decide

Based on feedback, Twin finalizes the recommendation and prepares the capability request.
9

Act

Twin initiates the governed capability, such as updating case status or creating an escalation.
10

Continue

It records the action, updates context, and preserves memory for the next session or handoff.