Avonlea Systems

Vital signs

Living automation: agents that take the pulse of the operation every day.

Once the process is in order and the memory is shared, agents monitor the business's vital signs against their baseline. They flag what changes and leave the proposal ready for a person to decide.

Agentic AI, in concrete terms

An agent has a bounded task, access to the memory it is allowed to see, an indicator to watch, and a person who approves what it produces. It is not an open chat: it is assigned work, with an owner.

  • A bounded task
  • The memory it is allowed to see
  • An indicator to watch
  • A person who approves

Examples

Each client defines its vital signs during the diagnosis.

Expected rangeOut of range
  • Illustrative

    Cash and margin

    Margin by contract, line or store, against the baseline.

  • Illustrative

    Deadlines and expirations

    Guarantees, contracts, permits and certifications coming due.

  • Illustrative

    Staffing and shifts

    Overtime, absences and coverage against demand.

  • Illustrative

    Procurement and suppliers

    Prices, lead times and deviations from what was agreed.

  • Illustrative

    Incidents and risks

    Failures, complaints and safety alerts, each with its status.

  • Illustrative

    Market and competition

    Tenders, competitor moves and published regulatory changes.

How it beats

An agent works in four beats: measure, watch, alert and propose.

  1. Measure

    Each vital sign has a baseline and an expected range.

  2. Watch

    Agents review the data as often as each sign needs: hourly, daily or weekly.

  3. Alert

    What falls outside the range reaches the person responsible. What stays within range interrupts no one.

  4. Propose

    The agent leaves the action ready: the email, the purchase order, the report. A person decides.

Living automation is measured, reviewed and adjusted together with the operation. When the process changes, the agent changes with it.

Next About

The first step is a two-hour visit.

We take the pulse of the operation: we look at the data and the processes, and leave with a diagnosis proposal and a first pilot to choose from.