Reading an LLM bill: line items that actually matter
Most LLM bills get scanned for total cost. Seven line items carry the real signal. A 5-minute monthly review that turns the bill into a diagnostic.
AI Cost OptimizationAI Operations
What to instrument when your AI degrades in production
Most AI systems fail silently. Latency dashboards say 200 OK while quality drifts. Here is the four-layer telemetry stack that catches it.
AI ObservabilityProduction AIAI Operations
Why Your AI Gets More Expensive Over Time (And How to Reverse It)
AI costs often increase after deployment. Learn the engineering patterns for intelligent distillation, model routing, and cost optimization that reduce per-operation costs by 50-80%.
AI Cost OptimizationAI OperationsIntelligent Distillation
The AI Observability Gap: What You Can't See Is Costing You
Most AI systems run without meaningful monitoring. Learn the four dimensions of AI observability and how to build the monitoring infrastructure that makes optimization possible.
AI ObservabilityAI OperationsProduction AI