Async-вызовы и Batch API в LLM: как сэкономить до 50% и ускорить обработку

When dealing with a large volume of requests to LLMs, synchronous processing becomes inefficient and costly. The article discusses how async-parallelism using asyncio and aiohttp can handle up to 500 requests per second, while the Batch API mode offers a 50% discount on input/output costs for offline processing. By implementing these methods through the Promptra gateway, users can significantly cut down on processing time and costs, which is crucial for scaling applications efficiently. This approach is especially important for businesses aiming to optimize their AI workflows and budget management.