Closed-loop pattern

Inbound triage loop

Every inbound — sensed, classified, resolved, measured.

Tickets, leads, and emails arrive on a hundred different surfaces and bleed value at every handoff. The inbound triage loop closes that gap. Each message is sensed in real time, decided against your project memory, acted on through the right tool, and the resolution is fed back so the next decision is sharper.

The open-loop tax

Open-loop ops: tickets sit unread, leads decay before anyone scores them, and the team rediscovers the same context every Monday.

The closed loop

Sense → Decide → Act → Learn → Govern. Five steps, one project memory, on every signal.

  1. 1
    Sense

    Webhooks, agent email, the chat widget, and Composio inbound triggers wake an agent the second a message lands. No queue, no polling.

  2. 2
    Decide

    The agent reads the project memory — past tickets, customer history, playbook — to classify, prioritize, and pick the right next move.

  3. 3
    Act

    Reply through the original channel, file in Zendesk/Linear/HubSpot, escalate in Slack, or hand off to a peer agent. One trigger, fan-out everywhere.

  4. 4
    Learn

    The full thread, the decision, and the outcome are logged. Resolution time, deflection rate, and reopen rate become queryable history.

  5. 5
    Govern

    Risky replies (refunds, legal, policy exceptions) gate on human approval. Everything else is rate-limited, scoped, and auditable.

What you get

First-touch in seconds

An agent acknowledges, classifies, and routes every inbound before the customer notices it's automated.

Tier-1 resolution without a tier-1 team

Routine asks resolve themselves: status checks, password resets, refund eligibility, FAQ.

Smart escalation, not blind queueing

Anything beyond policy or unusual is summarized and routed to the named owner with context.

A queryable inbox

Every reply, classification, and outcome is logged. "What were our top 5 issues last week?" returns a real answer, not a guess.

Continuous improvement

Misclassifications and reopens become memory. Next week the loop hits them faster.

Human-in-the-loop where it counts

Refunds, legal, and tone-sensitive replies wait for an approval. Everything else just runs.

Close the loop

Pick a blueprint, connect your tools, and watch the first cycle run.