AF
AI Feature PRD
🔵 Stable🕐 updated 2026-06-24
🔷 SkillSpec L3
pm-ai
Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). Produces an AI feature PRD — problem & UX of uncertainty, model approach, eval criteria, guardrails, fallback behaviour, the data flywheel, and cost/latency budget.
What to give it
▸The user problem — and why an AI/probabilistic approach fits it (vs. deterministic rules).
▸What "good" looks like — to the user, and the cost of a wrong answer (low-stakes vs. high-stakes).
▸Inputs available — context/data the model can use; privacy constraints.
▸Trust level needed — can the user verify the output, or must it be near-perfect?
✅ The bar it holds itself to
Every skill in this library self-verifies — these are this skill's own quality checks, straight from its definition.
✓The PRD designs for the model being wrong — there's an explicit fallback, not just the happy path
✓The UX shows uncertainty and lets the user verify/correct cheaply
✓There's an explicit quality bar tied to the stakes (a medical answer and a tweet draft are not the same bar)
✓Guardrails name what the feature must never do
✓A data flywheel is defined with its privacy boundary
✓Cost and p95 latency budgets are stated, not left to "we'll see"
⚠️ What it refuses to do
Do not design only the happy path — a probabilistic feature without a fallback is a feature that fails loudly in production
Do not hide uncertainty behind a confident UI — overclaimed confidence is how AI features lose user trust permanently
Do not use AI where deterministic rules are better, cheaper, and more reliable — "AI" is not the goal
Do not set one quality bar for all stakes — calibrate the acceptable error rate to the cost of being wrong
Do not ship without a rollback trigger and guardrail metrics — a probabilistic system needs a kill switch
Install
npx pm-claude-skills add --agent claude # or codex · cursor · gemini · hermes
# or one-line MCP (every skill, any client):
claude mcp add pm-skills -- npx -y pm-claude-skills-mcpRelated skills
🔌 Embed this skill
Drop this on your blog, docs, or site — it renders a "Run this skill" card:
<div data-pm-skill="ai-feature-prd"></div>
<script src="https://mohitagw15856.github.io/pm-claude-skills/embed.js" async></script>💬 Discussion
AI Feature PRD is one of 591 open-source professional AI agent skills — all SkillSpec L3.
Try them all in the browser · ⭐ Star on GitHub · Browse the full catalog