Observability

Non-deterministic models, hidden cost and silent failures make AI hard to manage and scale. Here’s why structured logging is your first line of defence. If your platform relies on LLM like GPT-4 or Claude, chances are you’re spending real money on every request. You’re also relying on a system that can behave differently from one minute to the next. AI responses are non-deterministic, costly, and — without proper logging — completely opaque.

This article is about visibility. Nothing too fancy, just basic metrics you should keep within an easy reach.