How do you compare LLM cost across providers?

Compare LLM cost by per-token pricing for input and output, with output usually two to three times more expensive than input. Account for prompt caching discounts, batch API discounts which are typically 50 percent cheaper, and the actual token usage of your prompts after tokenization. Don't compare based on parameter count or marketing benchmarks; compare on your real workload.