As large language models (LLMs) like GPT-4 become integral to applications including customer support to analyze and code generation, developers often face an important challenge: GPT-4 vs GPT-3.5 cost. Unlike traditional software, GPT-4 doesn’t throw runtime errors — instead it may well provide irrelevant output, hallucinated facts, or misunderstood instructions. https://wikimapia.org/external_link?url=https://chatgpt4.uk/debugging-gpt-4-outputs/