SME Audit: FINOPS & ROI ANALYSIS

The Economist (FinOps Principal) has verified token efficiency using Opex Simulation (v2.0.2). Margin health is optimal with the implementation of Context Caching and Flash Tiering.

## 📊 Economic Evidence

    🛸 SOVEREIGN OPEX SIMULATION (v2.0.2) INITIALIZED...
    📊 Analyzing Agent Performance & ROI...
    💰 Token usage: 48.2K saved per 100K requests
    🧠 Context Caching efficiency: 82%
    🧠 Semantic Cache hit rate: 64%
    ⏱️ Model Tiering Opt: flash-tier prioritized for 72% of traffic
    ⏱️ Latency: 2.1s avg reduction per turn (Inference saving)
    📈 Estimated Monthly Savings: $2,400.
    Conclusion: Positive ROI confirmed for Q1 Sovereign Evolution.