{"product_id":"regulated-ai-prd-for-llm-features-agent-skills","title":"Regulated AI PRD for LLM Features \u0026 Agent Skills","description":"\u003ch3\u003eRegulated AI PRD for LLM Features \u0026amp; Agent Skills\u003c\/h3\u003e\n\n\u003cp\u003eThe Regulated AI PRD skill translates product requirements into testable criteria for AI systems, ensuring compliance and accountability in contexts where language models implement new features. This skill focuses on AI, agent, and machine learning-based systems, restructuring requirements to deal with the inherent non-determinism characteristic of these models. It enforces a regulated overlay for contexts such as finance or licensing by utilizing specific templates and examples for guidance.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eConverts acceptance criteria into evaluation sets instead of simple statements.\u003c\/li\u003e\n  \u003cli\u003eEstablishes non-determinism as a requirement for AI models.\u003c\/li\u003e\n  \u003cli\u003eTreats system guardrails as features with designated owners.\u003c\/li\u003e\n  \u003cli\u003eProvides regulatory oversight for actions, including license preconditions and data residency.\u003c\/li\u003e\n  \u003cli\u003eFacilitates financial-crime escalations and audit-proof metrics.\u003c\/li\u003e\n  \u003cli\u003eIncludes a template (`regulated-ai-prd-template.md`) and a fully worked example (`examples\/dispute-summary\/PRD.md`).\u003c\/li\u003e\n  \u003cli\u003eImplements checks using a Python script (`lint.py`) to ensure document completeness.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is intended for developers and product teams employing AI coding agents such as Claude Code, Cursor, or Codex. It is particularly useful for product managers specifying features for systems where decisions and implementations are carried out by models rather than engineers.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eDesigning PRDs for AI systems involved in regulated activities like financial services or other licensed activities.\u003c\/li\u003e\n  \u003cli\u003eReviewing existing PRDs to replace vague AI instructions with precise, evaluable criteria.\u003c\/li\u003e\n  \u003cli\u003eStructuring AI-driven features in a manner that provides clarity and accountability.\u003c\/li\u003e\n  \u003cli\u003ePreparing to turn a demo of an AI feature into a deliverable for engineering teams.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eUtilizes the `regulated-ai-prd-template.md` for structuring PRDs.\u003c\/li\u003e\n  \u003cli\u003eIncludes `examples\/dispute-summary\/PRD.md` as a reference example.\u003c\/li\u003e\n  \u003cli\u003eFeatures `lint.py`, a completeness checker to validate documents before completion.\u003c\/li\u003e\n  \u003cli\u003eWorks with AI agent skills integrated into platforms like Claude Code, Cursor, and Codex.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003cp\u003eThis provides general workflow assistance only and is not legal, tax, accounting or financial advice.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003eRizwanZafaris\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/RizwanZafaris\/product-manager-OS\" rel=\"nofollow noopener\" target=\"_blank\"\u003eRizwanZafaris\/product-manager-OS\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53024347521335,"sku":"MCP-RIZWANZAFARIS-PRODUCT-MANAGER-OS-REGULATED","price":56.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/MoV_Usmlgs3lO8GedX5w-_434d20ca7b174bb69f10c4237047bb45.jpg?v=1790071629","url":"https:\/\/mcpcart.com\/products\/regulated-ai-prd-for-llm-features-agent-skills","provider":"SPF PRO","version":"1.0","type":"link"}