Siglytics by PFP Cybersecurity is an analytics platform for integrity assessment of microelectronics. It uses out-of-band monitoring and machine learning to detect differences, counterfeits, tampering, and malware in electronic devices. Siglytics can create snapshots of approved or known-good configurations to screen other devices, and can perform cluster analysis to identify outliers within multiple devices without gold samples.