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SYMPHONOUS — Industrial AI PlatformThe Unified Intelligence Platform OpsNousProcess intelligence engine MachNousEquipment intelligence engine SentiNousVision intelligence engine 90-Day PilotProve value on one unit, fast Digitization JourneyYour phased transformation roadmap

Solutions OverviewExplore the full solution suite Data Architecture DesignA resilient industrial data layer Data Historian IntegrationUnlock legacy telemetry power IoT IntegrationBring every blind spot into light P&ID DigitizationTurn diagrams into live data Plant AnalyticsPlant-wide performance insight Soft-Sensor FrameworksMeasure variables virtually Custom AI IntegrationEmbed intelligence into operations Predictive ModelingAnticipate reality before it happens Process AutomationAct on predictive foresight

Services OverviewExpert engagements that move metrics Plant DebottleneckingUnlock hidden production capacity Plant AssessmentsBaseline performance & reliability Energy AuditsFind & recover utility losses ESG AuditsCompliance into performance Safety ReviewDetect risk before incidents Process Control & AnalysisStabilise loops & reduce variability Plant OptimizationMaximise yield & efficiency WorkshopsBuild an AI-ready workforce

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Expert perspectives on operational AI, engineering, and the broader tech landscape.

What Are Soft Sensors and Why Process Industries Need Them Now

What Are Soft Sensors and Why Process Industries Need Them Now

Soft sensors turn the data your plant already collects into real-time estimates of the quality and emissions variables that are hardest to measure.

Soft Sensors, Process Intelligence, Industrial AI, OpsNous, Plant Optimization · 12 min readRead

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