As large language models (LLMs) like GPT-4 become integral to applications which range from customer support to look into and code generation, developers often face an essential challenge: AI-powered affiliate marketing tools. Unlike traditional software, GPT-4 doesn’t throw runtime errors — instead it could provide irrelevant output, hallucinated facts, or misunderstood instructions. Debugging therefore uses a structured, analytical approach.