• Forecast demand & S&OP: Supply Chain Agent with ERP/CRM connectors, forecasting, and scenario simulation

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• Downtime root cause analysis: Operations Agent with SCADA/MES connectors and anomaly classifiers

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• Product costing & profitability: Finance Agent with ERP + BOM logic and margin analysis

• Production tracking & variance: Production Agent with SCADA integration and deviation explanation

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• Predictive maintenance: Asset Reliability Agent with sensor data and maintenance simulators

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• ESG & compliance automation: Compliance Agent with regulatory logic and automated reporting

• Regulatory reporting: Regulatory Agent with audit trails and reconciliation logic

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• Accelerated FP&A: Finance Agent with variance analysis and financial narratives

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• Real-time risk & KYC: Risk Agent with simulation engines and investigation workflows

• Contract & milestone management: Contract Agent with obligation extraction

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• Program control: Schedule Agent with impact propagation and synchronization

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• Multi-tier supply chain risk: Defence Agent with delay forecasting and supplier modelling