# PRD — AI/ML Product Manager

> Draft and validate PRDs for AI/ML products: model behaviour, evaluation, guardrails, ethics, data requirements.



Tags: Product Management, PRD, AI, ML


## Example Prompts

- Draft a PRD for our new recommendation model
- Create a PRD for our AI assistant with guardrails
- Validate our AI/ML PRD for required sections

URL: https://rakenne.app/skills/prd-ai-ml-pm/index.md

Try this skill: https://rakenne.app/a/?skill=prd-ai-ml-pm



## Overview

Draft and validate PRDs for AI/ML products: model behaviour, evaluation, guardrails, ethics, data requirements.

## Example Conversation

> **You:** I need a PRD for our new recommendation model. We need evaluation criteria, guardrails for harmful content, and data requirements.

> **Agent:** I'll use the AI/ML PRD skill: load best-practices and sections (Use case & model behaviour, Evaluation, Guardrails & safety, Data requirements), draft from template, then run `validate_prd_structure`.

> **Agent:** Created `prd-recommendation-model.md`. Validation **PASS**.

## What the Tools Validate

**`validate_prd_structure`** checks the PRD for required sections (Overview, Goals, Use case & model behaviour, Evaluation & metrics, Guardrails & safety, Data requirements, Success metrics, NFRs) and unfilled placeholders. Output: PASS / NEEDS_REVISION / FAIL.

## Output Excerpt

**AI/ML PRD (excerpt):**

```markdown
## Use case & model behaviour

- **What the model does:** Recommends next item from user history and context; ranking model
- **Failure modes:** Cold start; low diversity; inappropriate content

## Evaluation & metrics

- **Quality metrics:** NDCG@10, diversity, coverage
- **Acceptance criteria:** NDCG@10 > 0.35; no regressions on diversity

## Guardrails & safety

- **Boundaries:** Exclude adult, violence; content policy filter
- **Human-in-the-loop:** Flagged items reviewed within 24h
```

## Getting Started

Add your context (use case, metrics, guardrails) to the project workspace, then activate the *PRD — AI/ML Product Manager* skill. The agent will guide you through drafting and validating with `validate_prd_structure`.


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