Operating Leverage
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Support and operations

Handle more volume with the same team — without sacrificing judgment on the hard cases.

Triage, routing, and first-response drafting are consuming senior staff time that should go to the hardest tickets. We build agents that do the routine work correctly so your team can focus on the decisions that actually need judgment.

Best for

  • Support and operations teams with high-volume queues
  • Businesses where routing, triage, and first response consume senior time
  • Teams missing SLAs because context arrives too late

Choose this when

Choose this when the workflow is queue-driven and the biggest pain is triage, routing, draft replies, or escalation handling.

The problem

Triage is consuming 10+ hours per week of senior staff time.
A third of tickets are misrouted on the first pass, creating rework and delays.
Response time SLAs are missed during peak volume — not for lack of capacity, but for lack of context.
New agents take weeks to ramp because routing rules and policy knowledge aren't documented consistently.

What we build

Triage and routing agent

Reads every inbound ticket the moment it arrives, pulls account history and policy context, and recommends priority, owner, and routing — before a human picks it up.

Draft reply generation

Produces a context-aware first reply based on account history, similar resolved tickets, and your support SOPs — for humans to review, edit, and send.

Escalation packets

For tickets requiring escalation, assembles the full context packet — account state, prior interactions, policy references — so the receiving engineer has what they need without starting from scratch.

Queue management

Monitors queue age, re-prioritizes based on SLA risk, and surfaces tickets falling through the cracks before they become escalations.

Voice and intake agents

For phone-heavy operations, voice agents handle structured intake, policy questions, and scheduling — handing off to humans the moment a call needs judgment.

Systems connected

  • Zendesk, Intercom, Freshdesk, ServiceNow
  • CRM and account records (plan tier, billing status, usage history)
  • Help center, knowledge base, and internal SOPs
  • Escalation rules and on-call ownership maps
  • Phone systems and call recording infrastructure (for voice agents)

Where humans stay in control

  • Nothing sent to a customer without a human reviewing and clicking send
  • Escalation packets clearly marked as agent-assembled — receiving engineers verify, not assume
  • Acceptance rate and routing accuracy tracked from week one
  • Agents read CRM and policy data but cannot edit records, issue refunds, or change billing

Outcomes

63%

less time to first response (40-person support team, 6-week pilot)

fewer tickets requiring escalation rework

~10 → 2 hrs

senior staff time spent on triage per week

Start small, build seriously

Bring your most expensive workflow. Leave the call with a ranked plan for where AI pays off first.