{"head":{"title":"AI for Data and Analytics: Forecasting and Quality","description":"AI for data teams: explainable forecasts planners can override, and data quality monitoring with circuit breakers. 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Data Quality Monitoring with Incidents and Circuit Breakers for a Hospital Group","description":"Designed and built a clickable data quality and observability tool for a private hospital group with five hospitals in the Klang Valley and Penang: table monitors on the analytics warehouse, incidents with owners and response targets, downstream impact on dashboards, and circuit breakers that hold publishing when a critical check fails.","category":"Data & Analytics / Data Quality Monitoring","client":"Bayu Merbau Healthcare"}}}],"frameworks":[],"useCases":[{"title":"Demand forecasting","detail":"Daily forecasts per product and store with an 80% band and a breakdown of what drove each number.","studies":[{"slug":"gara","title":"Garúa - ML forecasting"}]},{"title":"Planner overrides","detail":"A weekly review where planners override a forecast with a reason, inside approval limits, then a freeze before the export to replenishment.","studies":[{"slug":"gara","title":"Garúa - ML forecasting"}]},{"title":"Data quality monitoring","detail":"Table monitors on the analytics warehouse, with incidents that have owners and response targets.","studies":[{"slug":"sukat","title":"Sukat - Data quality monitoring"}]},{"title":"Circuit breakers","detail":"When a critical check fails, publishing is held and the dashboards downstream are shown as affected.","studies":[{"slug":"sukat","title":"Sukat - Data quality monitoring"}]}],"siblings":[{"label":"AI agents and automation","href":"/ai/ai","detail":"Research agents, knowledge assistants, call analysis, support triage, back-office agents and code review."},{"label":"AI for clinics and hospitals","href":"/ai/clinics","detail":"Clinical scribes, radiology workflow, clinic operations and patient feedback, with clinicians in charge."},{"label":"AI for insurance","href":"/ai/insurance","detail":"Claims intake, underwriting and insurance operations, with a person behind every decision."},{"label":"AI for legal teams","href":"/ai/legal","detail":"Contract review, policy assistants, e-discovery and contract lifecycle, with lawyers signing off."},{"label":"AI for accounting and tax","href":"/ai/accounting","detail":"Suggested bookings, receipt checks and tax reports from raw transactions, with the bookkeeper deciding."},{"label":"AI for agriculture","href":"/ai/agri","detail":"Satellite crop monitoring, stress triage and farm climate control, with agronomists and growers approving."},{"label":"AI for automotive","href":"/ai/auto","detail":"Used-car pricing with guardrails, inspection QA and condition reports, with buyers and reviewers deciding."},{"label":"AI for e-commerce and D2C","href":"/ai/ecom","detail":"Shopping assistants grounded in the catalogue and review moderation with safety escalation."},{"label":"AI for energy and utilities","href":"/ai/energy","detail":"Solar, battery and home energy apps with AI insights and automations, backed by IoT sensors."},{"label":"AI for fitness and wearables","href":"/ai/fitness","detail":"Readiness scores that explain themselves and photo-first nutrition tracking, with safety built in."},{"label":"AI for K-12 and tutoring","href":"/ai/k12","detail":"AI tutoring, teacher-reviewed feedback and translated parent messages, with teachers in charge."},{"label":"AI for manufacturing","href":"/ai/manufacturing","detail":"Visual inspection on the line and predictive maintenance that explains its alerts, advisory only."},{"label":"AI for media and creators","href":"/ai/media","detail":"AI video editing and clip finding, consent-gated voice clones and podcast publishing tools."},{"label":"AI for mobility and EV","href":"/ai/mobility","detail":"Driver safety scoring, fleet rebalancing, AI-matched lost property and EV ride-hailing."},{"label":"AI for procurement and ESG","href":"/ai/procurement","detail":"Spend classified across ERPs and carbon inventories with evidence behind every number."},{"label":"AI for social and community","href":"/ai/social","detail":"Moderation queues, trust and safety triage and scam detection, with moderators making the call."},{"label":"AI for customer support","href":"/ai/support","detail":"Chat and voice AI agents with safe human handoff, call summaries and feedback that closes the loop."}]}