Workflow

Complaint-to-Recovery

Complaint received. Better recovery. with agents, systems, and approvals wired into one flow.

CRMHelp desk
End-to-end flow

How Complaint-to-Recovery actually runs

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

Variant
Agent-only

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

Demo business
Helios Hotels
Hospitality · Boutique hotel group, 12 properties across EMEA.
Outcome
Recovery rate 31% → 58%, churn −1.8pts
TriggerComplaint received arrives in crm at…ContextController pulls live context from C…ControllerTriage Agent classifies the case, pi…AgentSpecialist agents (Triage Agent, Res…ActionAgent acknowledges, investigates, of…ApprovalSkipped (in policy)DashboardOperators at Helios Hotels watch a l…
Trigger → Context → Controller → Agent → Action → Approval → Dashboard
  • Trigger

    Complaint received arrives in crm at Helios Hotels.

  • Context

    Controller pulls live context from CRM + Help desk. 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, Resolution Agent, Recovery Agent) execute in parallel. extracting fields, calling APIs, drafting responses, and writing back to crm.

  • Action

    Agent acknowledges, investigates, offers the right recovery action, and follows up to confirm.

  • Approval

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

  • Dashboard

    Operators at Helios Hotels 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
  • Resolution Agent
  • Recovery Agent
Systems wired in
  • CRM
  • Help desk
Human-in-the-loop approvals
  • Credit thresholds
Value captured

What Complaint-to-Recovery returns to the business

Outcome 1
Better recovery
Outcome 2
Stronger retention

Run Complaint-to-Recovery 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.