AI SMART SOLUTIONS

Define the business problem before deciding whether AI should recognise, predict or automate.

Connect data, models, spatial context, business rules and human review so AI becomes an executable workflow rather than an isolated demo.

For government, parks, enterprise, operations, digital-transformation and spatial-intelligence teams

Smart City Systems|智慧城市系統

Build and operate city-scale spatial intelligence systems powered by GIS, AI, and real-time data workflows.

透過 GIS、AI 與即時數據流程,建立與運行城市級空間智能系統。

  • City-scale digital twin and spatial dashboards|城市級數字孿生與空間儀表板
  • Real-time decision workflows and urban monitoring|即時決策流程與城市監測
  • Integration across planning, infrastructure, and public services|整合規劃、基建與公共服務

This is not a map. It is an operating layer for cities.

這不只是地圖,而是城市的運作層。

AI SMART SOLUTIONS

Define the problem first, then decide how data, models and human review should work together.

AI is not a standalone feature. Clarify whether the need is recognition, prediction, decision support or automation, then check data, models, business rules and human responsibility.

先說清場景與成果,再進入工具或專業覆核。 View AI Workflows Submit AI Project Brief

Service = professional engagement · Report = deliverable · Workflow = guided process · Tool = interactive utility

6 scenarios Review the outputs Then explore workflows or professional services
  • SCENARIO

    01 · PROBLEM DEFINITION

    Define the business problem AI is expected to solve

    Clarify recognition, prediction, decision-support or automation goals, plus users, context, inputs, outputs and decisions that must remain outside the model.

    Type
    Workflow
    Delivery
    Data scope
    B2B Review required
  • SCENARIO

    02 · DATA & MODEL READINESS

    Check whether the data can support a model before choosing one

    Confirm sources, labels, quality, update frequency, spatial context, permissions and traceability before choosing rules, conventional models or generative AI.

    Type
    Workflow
    Delivery
    GIS scope
    B2B Review required
  • SCENARIO

    03 · RECOGNITION & CLASSIFICATION

    Use AI to identify targets in imagery, spatial data or business records

    For inspection, detection, classification, anomaly finding and extraction, while retaining confidence, evidence and a human-review path.

    Type
    Workflow
    Delivery
    3D scope
    B2B Review required
  • SCENARIO

    04 · PREDICTION & DECISION SUPPORT

    Turn model output into explainable decision support, not a final conclusion

    For trends, risk, prioritisation or scenario comparison, show supporting data, assumptions, limitations and the human judgement layer.

    Type
    Workflow
    Delivery
    Twin scope
    B2B Review required
  • SCENARIO

    05 · AUTOMATION & HUMAN REVIEW

    Automate the workflow while keeping high-risk judgement with people

    Connect classification, summaries, alerts, routing or draft generation to workflows with thresholds, escalation, approval and human review.

    Type
    Workflow
    Delivery
    Operations scope
    B2B Review required
  • SCENARIO

    06 · PROFESSIONAL DELIVERY & GOVERNANCE

    Define model, data, responsibility and ongoing monitoring before production

    Confirm model provenance, data permissions, interfaces, quality metrics, human responsibility, exception handling and update mechanisms before formal AI or spatial-intelligence delivery.

    Type
    Service
    Delivery
    Professional review
    B2B Quote

AI Workflows

From AI capability to executable business workflows.

Explore intelligent recognition, predictive analytics, automation, spatial AI and human-reviewed solution workflows.

Explore services Understand the outputs Choose your next step
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