AI Agents
Discovery Express

Operations

Telemetry Watch Agent

Watches the signal from the plant floor and opens the work order before the machine stops.

Reference architectureReviewed September 3, 2026
Slack / Teams · Telemetry Watch
Demo data

  1. Line 3 telemetry

    Vibration on the main bearing, 2.1 mm per second, rising since 04:00.

  2. Agent

    Same slope as the two failures on this machine in the last year, and both came 9 to 14 days after this reading. Lubrication is 40 days overdue.

  3. Work order 7714 opened in the ERP · readings and both prior failures attached · no control system touched

  4. Handoff to a person

    The supervisor schedules it for the Sunday window. Stopping or adjusting the line is never the agent's decision.

Slack / TeamsSensors and telemetryObservabilityYour ERP
KPI it moves
Unplanned downtime 15 to 25% lowerTypical target
Channels
Internal appsSlack / TeamsWhatsApp
Integrates
  • Sensors and telemetry
  • Observability
  • Your ERP
  • Shared folders / API
A maintenance technician checking readings on a tablet beside a CNC machine
Operations

What it does

The signal read on the floor. The work order open before the machine stops.

Where it lives

Your cloud, your repo, your IP.

1. Receives 2. Looks up 3. Decides 4. Acts 5. Escalates

Systems it integrates

  • Sensors and telemetry
  • Observability
  • Your ERP
  • Shared folders / API

Telemetry Watch Agent

03Decides

Channels

  • Internal apps
  • Slack / Teams
  • WhatsApp

A person on your team

01

Receives

Reads the telemetry stream of the equipment and lines it is responsible for.

02

Looks up

Compares against the normal pattern for that machine, its maintenance history and the shift.

03

Decides

Separates a real deviation from noise and explains in one sentence what it thinks is happening.

04

Acts

Opens the work order in the ERP with the readings attached and notifies the shift on Slack or WhatsApp.

05

Escalates

Calls the supervisor when a safety threshold is crossed, without waiting for the ticket to be read.

KPI it moves

Typical targets, no result yet.

The first KPI measured in a client pilot is what promotes the label.

Proof Ledger
Typical targets

Typical target

15 to 25% lower

Unplanned downtime

Typical target for a reference architecture, not a result. DaCodes, Sep 2026

TargetNo result yet

Typical target

Under 10 minutes

Time from anomaly to work order

Typical target for a reference architecture, not a result. DaCodes, Sep 2026

TargetNo result yet

Typical target

Under 20%

Alerts that turn out to be noise

Typical target for a reference architecture, not a result. DaCodes, Sep 2026

TargetNo result yet
Reviewed September 3, 2026

How it is governed

Every action has an owner, an eval and a limit.

Set in the Blueprint, enforced by the Govern layer of the platform.

Govern · Approval queue
Demo data

Waiting for a person

Work order for compressor 3 · above your cost limit

Vibration trend · raw readings attached

Weekly eval

Passing

Anomalies matched to the maintenance log

93.0%

Last 8 runs
89.9% → 93.0%

False alarm rate under the weekly limit

Limit, enforced

Work order opened · the line keeps running

Human approvals

  • Any stop or change to a line, by the supervisor
  • Thresholds and safety limits, owned by maintenance

Typical evals

  • False alarm rate per equipment family
  • Anomalies detected against the maintenance log

Limits

  • No write access to control systems, ever
  • It opens work orders, it does not stop production

Time to production

8 to 12 weeks

of pilot to production under a KPI Contract, after a Blueprint of 1 to 2 weeks

As a reference architecture, plan for the upper end of the pilot range: integration to your systems takes most of the time, and the first measured KPI is what promotes the label.

DaCodes delivery standard, Sep 2026. Integration is the long pole, not the model.

How we deploy
The four phases
Commitment gate

  1. 01Discovery Express

    2 sessions, no cost

  2. 02Blueprint

    1 to 2 weeks

  3. 03Pilot

    8 to 12 weeks

  4. 04Scale & Managed

    Continuous

  • Pilot, first 8 weeks
  • Up to week 12 of the pilot
  • This agent: plan for the upper end
  • Commitment gate: the KPI decides Scale

Proof and demo

What backs the label.

Proof Ledger note

Reference architecture

No result yet

No client pilot has closed with a measured KPI. The first one promotes the label.

Reviewed September 3, 2026

Where this agent sits on the maturity policy

  1. Reference architectureToday
  2. Pilot
  3. In production

The Discovery Express shows this agent on your data, live. Two sessions, no cost.

See this agent with your data

Related agents

Same function or industry.

All agents

FAQ

Direct answers.

No, and it never will. It has read access to telemetry and write access only to the work order. Stopping or adjusting a line is a supervisor's decision.

No. It reads the streams you already have. What the Blueprint checks is whether the history is long enough for the detection to be worth trusting.

No client pilot has closed with a measured KPI. Everything on this page is a typical target, and the first measured pilot is what promotes the label.

Which process do we automate first?

Two discovery sessions, no cost, and you leave with two or three quick wins whether or not you build with us.

We reply in under one business day.

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