AI Product Requirements Document Writer
This is a Pro prompt
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When to use it
- Writing a build-ready PRD for an LLM feature before engineering estimation
- Converting a demo prototype into a production spec with failure modes and evals
- Giving non-ML stakeholders a document that exposes AI-specific risks honestly
Usage notes
Practical guidance for getting the most out of this prompt:
- Answer its clarifying questions about model class and constraints — the failure-mode section is only as specific as those answers.
- Draft the golden-dataset section with real examples from your domain; generic edge-case lists don't survive contact with production traffic.
- Use the 'why AI' challenge in section one as a gate: if the prompt argues for a rule-based approach instead, listen before you build.
- Lift the acceptance criteria verbatim into engineering tickets — they are written as testable statements, not aspirations.
FAQ
What does the "AI Product Requirements Document Writer" system prompt do?
Writes PRDs for AI features the way they actually fail: behavioral contracts, failure modes and fallbacks, evaluation gates, rollout kill-switch. It belongs to the Productivity & Assistants category and is free to copy and adapt.
Which models work well with this prompt?
We recommend running it with Claude Sonnet 4.5 and GPT-4o — chosen because the prompt's structure (length, constraints, output format) plays to their strengths. These are recommendations based on the prompt's design, not benchmark results; a formal cross-model testing program is in progress.
How do I customize this prompt?
This is a Pro prompt with 0 fill-in variables — the full body, variable list and usage notes unlock for Pro subscribers.