Workflow

Ticket-to-Resolution

Ticket opened. Faster resolution. with agents, systems, and approvals wired into one flow.

Help deskKnowledge base
End-to-end flow

How Ticket-to-Resolution actually runs

Three deployment patterns, two demo businesses. fully populated Trigger → Context → Controller → Agent → Action → Approval → Dashboard.

Variant
Agent-only

Fully autonomous ticket-to-resolution. agent runs end-to-end inside policy. Humans see the dashboard, not the work.

Demo business
Northwind SaaS
B2B SaaS · Series B vertical SaaS, 400 customers, PLG + sales-led.
Outcome
MTTR 6h → 48m, Tier-1 deflection 71%
TriggerTicket opened arrives in help desk a…ContextController pulls live context from H…ControllerTriage Agent classifies the case, pi…AgentSpecialist agents (Triage Agent, Kno…ActionAgent diagnoses, runs the runbook, r…ApprovalSkipped (in policy)DashboardOperators at Northwind SaaS watch a …
Trigger → Context → Controller → Agent → Action → Approval → Dashboard
  • Trigger

    Ticket opened arrives in help desk at Northwind SaaS.

  • Context

    Controller pulls live context from Help desk + Knowledge base. customer record, history, entitlements, balances, and current SLA state.

  • Controller

    Triage Agent classifies the case, picks the right play from the policy library, and dispatches the work.

  • Agent

    Specialist agents (Triage Agent, Knowledge Agent, Escalation Agent) execute in parallel. extracting fields, calling APIs, drafting responses, and writing back to help desk.

  • Action

    Agent diagnoses, runs the runbook, resolves where it can, and escalates with full context where it can't.

  • Approval

    Anything over the service exceptions threshold pauses with a one-click approval card to the named human owner. everything else ships autonomously.

  • Dashboard

    Operators at Northwind SaaS watch a live board: volume, cycle time, exception rate, value captured, and per-agent confidence. drillable to the underlying ledger.

What's wired in

Systems, agents & approvals

Specialist agents
  • Triage Agent
  • Knowledge Agent
  • Escalation Agent
Systems wired in
  • Help desk
  • Knowledge base
Human-in-the-loop approvals
  • Service exceptions
Value captured

What Ticket-to-Resolution returns to the business

Outcome 1
Faster resolution
Outcome 2
Lower AHT

Run Ticket-to-Resolution as an agent, not as a backlog.

We map the trigger, wire the systems, ship the agents, and put the dashboard on your wall. in four weeks.