The situation
The manufacturer faces mounting pressure to deliver on its aircraft backlog, stabilize supply chain performance, and restore operational trust with global airline customers. The production ramp requires real-time visibility into a complex, multi-tier supplier ecosystem, but the data that reflects that ecosystem lives across legacy MES, ERP, supplier portals, and PLM systems that were not designed to communicate with each other or to serve AI models at production speed.
The manufacturing programs require faster time-to-value than traditional enterprise IT modernization can deliver. Supplier onboarding takes months. Integration projects require ETL pipelines and schema redesign that consume engineering capacity the programs need for production. Meanwhile, the supply chain disruptions that constrain delivery timelines are often visible in the data before they surface as problems — but only if that data is connected, current, and trusted enough for the forecasting models to act on.
Fleet-wide predictive maintenance requires the same foundation: actual flight and component behavior, connected across the fleets, trusted enough for MRO recommendations that airline customers will act on. The data exists. The architecture to make it AI-ready, governable, and shareable across the ecosystem does not yet exist as an integrated capability.
The solution
The PolyPhaze Knowledge Fabric™ connects MES, ERP, supplier portals, and PLM in real time without requiring ETL, data migration, or core system rearchitecting. The schema-last architecture adapts instantly to new parts, new suppliers, and new system integrations, enabling new supplier onboarding in days and program stabilization without waiting on enterprise modernization timelines. Every data point the AI models read carries a PolyPhaze Trust Score™: a computed confidence rating that tells the model how much to rely on each signal before acting.
The Signal Intelligence capability surfaces supply chain anomalies — supplier delays, part shortages, quality deviations — with Trust-Scored findings and specific recommended responses before disruptions reach the production floor. Long-lead item management and part interchangeability optimization run against the governed, connected data. Proactive supplier recovery planning replaces reactive crisis management.
The Asset Twin capability builds per-aircraft, per-assembly digital models across the fleets, tracking actual flight and component behavior against maintenance thresholds to anticipate MRO events, reduce AOG costs, and provide airline customers with the enhanced readiness visibility their operations require.
Zero Trust ABAC security is embedded at the data product level — OEM, airline, and MRO stakeholders each receive the exact data they are authorized to access, with no overexposure and no centralized authorization server required. The same architecture that governs data sharing across the commercial aircraft manufacturing ecosystem is proven in the DoD environment, where PolyPhaze is fielded on defense sustainment operations through the Rapid Sustainment Office.