The plan is built around machine data: live status, a reason for every stop, batch traceability, and maintenance based on condition rather than the calendar alone.

Pain Points

  1. 01

    Stops are explained only after someone walks the line

  2. 02

    Output and defects wait for the end-of-shift report

  3. 03

    A bad batch cannot be tied back to machine and material

  4. 04

    Calendar maintenance misses real wear and stops healthy machines

How the system is put together

Keep the equipment you have, connect the data first, then split the views by role. The connection layer takes the most work, and it is where most of our effort goes.

L1

Devices

  • PLCs and machines
  • Instruments
  • Utility meters
  • Scanners and vision
  • AGV and AS-RS

PLCs, meters, access control, cameras and sensors already on site. Read what is readable, add a module where it is not, and leave the existing control system alone.

L2

Connection

Modbus · OPC UA · MQTT · HTTP · GB28181 · SDK

Common protocols connect directly. The gateway handles protocol mapping, local buffering and backfill, so the data does not break.

L3

Platform

  • Device registry
  • Time-series data
  • Alert rules
  • Work orders
  • Roles and audit

Device registry, time-series data, alert rules, work orders, roles and audit in one back end that serves several scenarios.

L4

Applications

  • Device connectivity
  • Production visibility
  • Quality traceability
  • Predictive maintenance
  • Manager view
  • Phone actions on site
  • Narrow external lookup

Data is collected once and reused by every scenario added later, which is why the connection layer has to be done properly the first time.

What we deliver

01

Connected machines

Status and alarms from lines and utilities land on one platform.

02

Shift board

Output, cycle time and downtime show during the shift.

03

Traceability

Batch, machine and process values stay linked for later lookup.

04

Condition maintenance

Vibration and temperature point to machines that need work.

Where it fits

Discrete workshop - status and stop reasons

Run, alarm and stop states carry a reason code, so downtime and the output gap are calculated rather than explained.

Assembly line - cycle time and defects

Station cycle time, WIP and defect types come up live, so the constraint is visible during the shift.

Utility rooms - air, water, power

Air, water, power and steam split by workshop and line, with low pressure or odd consumption raised early.

Traceability - batch to machine

Batch, machine, process values and material lot sit on one record, so a look-back takes a few steps.

What a real day looks like

Not a feature list: what actually happens in a day. These four steps are the common shape of such projects.

  1. 14:22 Stop

    Line 3 spindle stops; the operator picks "tool change" on the tablet and the clock starts.

  2. 14:23 Cause

    The stop is attached to the machine and reason code, and the output gap for that window is computed.

  3. 14:30 Visible mid-shift

    The team leader sees it on the shift board instead of learning at handover.

  4. Month-end review

    The same cause appears 11 times and ranks first, which changes the next maintenance plan.

Delivery rhythm

Every stage has a checkable output. No six-month build followed by a single review.

  1. Week 1

    Site survey

    Walk the site, list devices, available ports and current systems, and mark what reads directly versus what needs a module.

  2. Week 2

    Pick the first scenario

    Rank the ideas by impact, feasibility and dependencies, then choose one that proves value without dragging in every department.

  3. Weeks 3-5

    Connect and wire up

    Gateways connect devices, data lands on the platform, and alert rules, roles and recipients are configured for a small internal group.

  4. Weeks 5-7

    Pilot

    One team or one building uses it for real; rules and screens change with feedback until false and missed alarms settle.

  5. Week 8

    Accept and repeat

    Check every acceptance item, finish documentation and training, then decide which buildings, lines or sites come next.

Acceptance is these three lines

The three items below come from projects of this kind and go into the acceptance sheet, instead of relying on a general impression.

  • task_alt

    Every stop has a time and a reason

  • task_alt

    Quality issues trace to machine and batch

  • task_alt

    Maintenance follows machine condition

Questions

Many machine brands with different protocols?

Common brands go through OPC UA, Modbus or FOCAS; older machines get a gateway reading IO or current. The list of machines and available ports decides each case.

Will data collection disturb production?

Read-only: no control commands are written back. The gateway buffers locally when the network drops and backfills afterwards.

Does it need a shutdown?

Most wiring fits a planned window, typically one to two hours per machine. Machines that can stay running are wired live.

How does it relate to our MES and ERP?

The platform owns machine data and causes, MES keeps orders and materials, ERP keeps the books. They align through interfaces, with no double entry.

How soon is there something to see?

One line first: a mid-shift board in four to six weeks, then other lines once the numbers hold up.

Free diagnosis

Tell us where it gets stuck

Leave one contact. We send how similar projects were handled plus a scenario list. If it is not worth doing, we say so.

  • checkA 30-minute call to judge whether it is worth doing
  • checkA workable scenario list and timeline
  • checkNo consulting fee up front

No spam, and we never share your details with third parties.

Get Industry-specific Solution

Phones are answered 9:00-18:00 on weekdays, or scan the WeChat code.