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Core capability · AIoT

AIoT sensing platform

Unify sensors, meters, gateways and edge devices through device models, message queues, time-series storage and rules so second-level state changes reliably enter business workflows.

Independently written from public industry practice, without third-party brands, named customers, proprietary case figures or copied imagery.
AIoT sensing platform
Deployment-context illustrationOriginal illustration of a typical environment; it does not depict a named customer site.
01

Start with the operating problem

Define the objects, data, owners and response actions before selecting technology, so the platform becomes an operating system rather than an isolated display.

01

Online monitoring of city infrastructure

02

Coordinated facility equipment states

03

Remote operations for distributed sites

02

Reference system architecture

Every layer has explicit inputs, outputs and ownership boundaries, and can connect to existing equipment and systems in phases.

03

Build a sustainable operating loop

Go-live is the beginning. Business review and continuous evaluation keep rules, data and models aligned with changing field conditions.

  1. 1

    Field discovery

    Confirm assets, data sources, network limits, permissions and current processes.

  2. 2

    Scoped validation

    Use representative samples to set a baseline for errors, latency and usability.

  3. 3

    Workflow integration

    Connect alerts and insights to work orders, approval, dispatch and review.

  4. 4

    Continuous operations

    Monitor quality and drift while retaining versions, audit records and rollback.

04

Accept against verifiable measures

These are recommended acceptance dimensions, not unverified performance claims. Targets must be set from the site baseline, sample tests and business risk.

01Device online rate
02Telemetry end-to-end latency P95
03Message loss and replay success
04Rule trigger and downstream delivery rate