Every LLM request draws down two budgets at once: the model’s context window and the provider’s tokens-per-minute quota. Amazon Bedrock, Anthropic and Google Vertex AI each expose a token-counting endpoint that measures the exact input a model will tokenize before you spend a single inference token. Treat that count as …