Edge + cloud

AI SaaS for Predictive Maintenance

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AI‑powered predictive maintenance (PdM) turns raw sensor noise and periodic PMs into a governed system that predicts failures, explains “what changed,” and triggers safe, timely work—so equipment runs longer at lower total cost. The winning stack blends edge sensing (vibration, thermal, current, acoustics), anomaly and RUL models, maintenance playbooks wired to CMMS/EAM, and spare‑parts optimization—under … Read more

AI SaaS for Smart Manufacturing & Industry 4.0

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AI‑powered SaaS upgrades factories from periodic, manual interventions to continuous, evidence‑grounded systems of action. By fusing sensor/PLC data, vision, MES/ERP signals, and digital twins, plants can predict failures, detect defects, optimize recipes and schedules, and coordinate supply, energy, and workforce—under strict safety, cybersecurity, and quality governance. Run with decision SLOs and track cost per successful … Read more