science teams. The Keyward platform reads proprietary CAE formats natively (ANSYS, Siemens, Dassault Systèmes, Hexagon), connects to test benches, databases, and spreadsheets, and structures scattered data into engineering-aware schemas that engineers can operate themselves. No forward-deployed engineers, no model-vendor lock-in, open standards, deployable behind the customer firewall.