Agentic Cost Optimization Agent operations must be: Monitored (tokens, compute) Optimized (caching, batching) Transparent (chargeback) Metrics Input/output tokens Inference time GPU/TPU utilization Cost Controls Rate limiting Budget alerts Efficient model selection Agent Safety Controls (WAF-AGN)