Anthropic API is currently the strongest API for code generation and reasoning tasks. Its Prompt Caching (90% cost reduction on cache hits) and Thinking (structured reasoning) are unique differentiators. But the two most important things for newcomers: set a monthly spending cap in the Console (the API does not auto-throttle), and thoroughly understand the thinking tokens cost model (not counted in max_tokens but billed as usual).












