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.
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.
ObservabilityProduction AIAI Operations
Why Your AI Gets More Expensive Over Time (And How to Reverse It)
Three months after launch, one company's AI bill tripled. Distillation, prompt compression, and model routing can cut inference costs 50-80%.
Cost OptimizationAI Operations
The AI Observability Gap: What You Can't See Is Costing You
An AI customer service system hallucinated for two weeks unnoticed. Track cost, quality, performance, and decisions, the four dimensions most teams miss.
ObservabilityAI OperationsProduction AI