Modern LLMs drift, hallucinate, and change tone. Mirror Engine eliminates that instability with a model-agnostic governance layer that makes AI predictable, compliant, and safe — in enterprise and classified environments alike.
Legacy AI governance tools focus on pre-deployment approvals. They miss live behavior and real-time decision flux. Without runtime governance, AI systems can drift off course or violate policy between periodic audits.
The gap between audit cycles creates operational risk. Every day without continuous monitoring is a day your AI could be drifting toward behaviors you explicitly want to prevent.
Mirror Engine addresses the two critical drift vectors that traditional governance misses entirely.
Over time, AI responses shift in meaning, accuracy, and relevance. Our Drift Index monitors semantic distance from baseline outputs, catching gradual degradation before it impacts operations.
Tone, personality, and interaction style change unpredictably. Voice Lock maintains consistent persona throughout every interaction, ensuring users experience the same AI every time.
Session state and conversation history degrade across interactions. Session Memory Seal preserves critical context, eliminating cold starts and maintaining continuity.
Your governance shouldn't be locked to one provider. Mirror Engine works with GPT, Claude, Gemini, Grok, or sovereign models — your rules follow your AI, wherever it runs.
Four core capabilities that make AI predictable, compliant, and safe.
Multi-vector drift detection analyzing semantic, tonal, and contextual drift in real time. Catch degradation before it reaches users.
Real-Time MonitoringMaintains consistent persona and tone throughout all interactions. No more personality shifts mid-conversation or across sessions.
Identity PreservationPreserves context and state across sessions. Users return to exactly where they left off, with full conversation history intact.
Context PersistenceWorks with any LLM: GPT, Claude, Gemini, Grok, or sovereign models. Your governance travels with your AI.
Universal CompatibilityFour guarantees that change what you can expect from AI systems.
Tone, semantics, and context remain stable across every interaction.
Fast-loop correction prevents runaway answers before they reach users.
Consistent voice across every interaction, every session, every day.
Session state is preserved. Context is never lost.
See how Mirror Engine brings governance, reliability, and predictability to your AI operations.
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