How can I test whether prompt chaining actually improves AI outputs?

Run a direct comparison test. First, create a basic prompt and get a response from the AI. Then, use prompt chaining with rich context on the same topic and get a second response. Copy both responses, open a new chat window, paste them both in, and ask the AI: ‘Rate these responses. Which is better and why?’ The AI will analyze both and explain why the context-rich version is superior. It will typically rate the prompt-chained response as significantly better—often 30-70% better—and explain specifically how the added context made the output more personalized, relevant, and useful to your specific situation instead of generic. This exercise is eye-opening and helps you understand the concrete value of providing context.

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Asked by an artist skeptical about AI improvement claims · Answered by Patrick Shanahan · art-marketing-podcast · 2025-07-30