The ALLFLOW knowledge room

    Use cases

    Clear thinking for teams building with data. Explore practical guides and real-world applications across the connected-data landscape.

    24
    articles
    06
    topic areas
    02
    resource types
    EN
    editorial language
    Explore the library

    All use cases

    Browse by format, search a question, or follow a topic into the detail.

    10 resources
    USE CASENov 2026
    Synthetic Data

    Synthetic Data for Machine Learning: Improving Coverage Without Misleading Evaluation

    Explore a practical machine learning augmentation use case, including leakage prevention, real-data evaluation and subgroup performance checks.

    874 words · 4 min readRead article
    USE CASENov 2026
    Synthetic Data

    Synthetic Healthcare Data: A Responsible Research and Testing Use Case

    Learn how an illustrative healthcare team can use synthetic patient data for development while validating clinical utility and disclosure risk.

    847 words · 4 min readRead article
    USE CASENov 2026
    Digital Twins

    Digital Twins in Manufacturing: A Predictive Maintenance Use Case

    Follow an illustrative factory use case from asset data and fault hypotheses to validated maintenance recommendations.

    853 words · 4 min readRead article
    USE CASENov 2026
    Digital Twins

    Digital Twins for Smart Cities: Planning for Flood Disruption

    An illustrative smart city use case connecting flood scenarios, infrastructure dependencies and accountable planning decisions.

    830 words · 4 min readRead article
    USE CASENov 2026
    AI Decision

    Decision Support Systems: Prioritising Infrastructure Maintenance

    An illustrative decision support use case for ranking infrastructure maintenance while preserving engineering judgement and auditability.

    817 words · 4 min readRead article
    USE CASENov 2026
    AI Decision

    AI Supply Chain Optimisation: Planning Inventory Under Disruption

    Explore an illustrative inventory planning use case combining forecasts, constraints, scenarios and accountable supply chain decisions.

    822 words · 4 min readRead article
    USE CASENov 2026
    Data Ingestion

    Real-Time Data Ingestion: An Operational Monitoring Use Case

    Design a real-time equipment monitoring pipeline with event identity, freshness controls, replay and safe degraded behaviour.

    822 words · 4 min readRead article
    USE CASENov 2026
    Ontology & Semantic

    Semantic Layer: Creating Consistent Metrics Across Business Teams

    An illustrative semantic layer use case for aligning operational metrics, ownership, access and change management.

    832 words · 4 min readRead article
    USE CASENov 2026
    Ontology & Semantic

    Knowledge Graph RAG: Grounding Enterprise AI in Connected Evidence

    Explore an illustrative GraphRAG use case for policy questions, including provenance, retrieval evaluation and permission-aware answers.

    810 words · 4 min readRead article
    USE CASENov 2026
    Data Integration

    Customer Data Integration: Building a Governed Customer View

    An illustrative customer integration use case covering identity resolution, source precedence, consent context and reliable operational access.

    819 words · 4 min readRead article
    Start with a question

    The right data story starts somewhere.

    Explore all guides