May 08, 2026
Asking an LLM to do too much in a single prompt is a recipe for failure. "Prompt Chaining" is the technique of breaking a complex task into a sequence of smaller, easier-to-manage steps.
If you want an AI to write a 2,000-word research report, don't ask for it all at once. Instead, chain three prompts: (1) Generate a detailed outline, (2) Research each section of the outline, and (3) Synthesize the research into the final report. Each step provides a "clean slate" for the LLM to focus on one specific aspect of the problem, leading to much higher quality.
Chaining allows for "if-then" logic. You can check the output of the first prompt before proceeding to the second. If the AI-generated outline is missing a key section, the system can automatically loop back and fix it before the writing phase begins. This granular control is essential for building production-grade AI systems that need to handle complex, multi-step logic reliably.