Hidden Token Costs: Why Your AI App Will Cost More Than Expected

Most teams drastically underestimate LLM costs by only considering a single API call instead of the full production workflow. The real cost compounds through system prompts, conversation history, retrieved context, tool calls, and output token penalties—factors that scale dramatically with volume. Understanding this cost structure becomes critical for architecture decisions like model selection and RAG implementation.