← ClaudeAtlas

ai-prdlisted

Write and pressure-test a PRD for an AI or agentic system. Use when a product manager is specifying a feature where the implementer is a model, not an engineer - LLM features, agents, copilots, ML-backed decisions - or when reviewing an existing PRD that says "the AI should" anywhere. Turns acceptance criteria into eval sets, makes non-determinism an explicit requirement, and treats guardrails as features with owners. For products under a financial or data regulator, routes to the regulated module and its byte-exact template.
RizwanZafaris/product-manager-OS · ★ 0 · AI & Automation · score 72
Install: claude install-skill RizwanZafaris/product-manager-OS
# AI PRD: write requirements a model system can actually be held to A PRD for an AI system is a different document. Your requirements are not instructions to an engineer; they are constraints on a system that will improvise. This skill restructures the document around that fact. ## Files this skill drives - [../../templates/definition/prd.md](../../templates/definition/prd.md), the base PRD template - The AI overlay in `templates/ai/`: [eval-spec.md](../../templates/ai/eval-spec.md), [guardrails.md](../../templates/ai/guardrails.md), [hallucination-controls.md](../../templates/ai/hallucination-controls.md), [human-approval-gates.md](../../templates/ai/human-approval-gates.md), [prompt-structure.md](../../templates/ai/prompt-structure.md), [context-management.md](../../templates/ai/context-management.md), [red-team-review.md](../../templates/ai/red-team-review.md), and for agentic systems [agent-architecture.md](../../templates/ai/agent-architecture.md) and [multi-agent-workflow.md](../../templates/ai/multi-agent-workflow.md) - For regulated contexts: [../../modules/regulated/templates/regulated-ai-prd-template.md](../../modules/regulated/templates/regulated-ai-prd-template.md), driven by [../../modules/regulated/SKILL.md](../../modules/regulated/SKILL.md) ## When to use - Specifying any feature where an LLM, agent, or model makes or drafts a decision - Reviewing an existing PRD that says "the AI should..." anywhere - Turning a demo into something an engineering team can