InferTrust™ vs. AI Observability, Governance, and Logging

How does InferTrust™ compare to AI observability platforms, governance frameworks, and traditional logging? InferTrust™ creates cryptographic proof at inference time. The others do not.

The Core Difference

The fundamental question is whether your system can prove what happened at the moment of a specific AI decision, or whether it can only describe what happened after the fact. InferTrust™ produces proof. The alternatives produce descriptions.

Comparison

• Traditional Logging: mutable records, no cryptographic proof, events recorded after the fact
• AI Observability: monitors model performance and drift, no individual decision proof, requires cloud
• AI Governance Frameworks: documents policies and risk assessments, proves intent not execution, periodic reviews
• InferTrust™ (AI Decision Integrity): cryptographic proof at inference time, tamper-evident, offline-capable, device-bound signing