First holistic evaluation methodology for enterprise agents: Cost, Latency, Accuracy, Stability, Security. Accepted at ICLR 2025. Traditional accuracy benchmarks miss what kills production deployments. Real-world testing showed domain-specific agents hitting 82.7% accuracy at a fraction of foundation model costs. Finally, metrics that match what enterprises actually care about.