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AI Product Manager

Spec AI features, evaluate regulatory risk, plan staged rollouts, and turn user feedback into the next sprint

Install onClaude Cowork
Made by The AI Career Lab
4 commands, 2 skills

The AI Product Manager plugin helps you spec, ship, and iterate on AI features with the rigor the role now demands. Every command works standalone with your input — describe the feature and get a structured draft ready for review with eng, design, legal, and security.

Use /draft-ai-spec to write a full spec with scope, measurable acceptance criteria, eval plan, and risk mitigations. Use /evaluate-ai-risk to screen a feature against EU AI Act categories, FINRA rules, and FDA classification, with a list of launch gates. Use /plan-rollout to design wave-based cohorts with kill criteria and a comms plan. Use /analyze-user-feedback to cluster tickets and Slack messages into a prioritized top-3 fix list for next sprint.

The plugin's skills activate automatically when relevant: AI Readiness Assessment audits data quality, ML platform, governance, and security SLA before launch, plus Competitive Benchmarking maps feature parity, pricing, and positioning against the top 3 competitors.

Commands

/draft-ai-spec

Generate a product spec for an AI feature with scope, acceptance criteria, eval plan, and risk mitigations

/evaluate-ai-risk

Assess a feature against EU AI Act high-risk categories, FINRA agent rules, and FDA classification; flag gates

/plan-rollout

Design staged rollout: cohort selection, success metrics, kill criteria, comms plan

/analyze-user-feedback

Cluster AI-related issues from tickets and Slack; recommend the next sprint's top 3 fixes

Skills

Skills activate automatically when Claude Cowork detects you're working on relevant tasks — no slash command needed.

AI Readiness Assessment

Audit internal infrastructure for AI launch (data quality, governance, ML platform, security review SLA)

Competitive Benchmarking

Scan competitors' AI launches, flag feature gaps, benchmark pricing and positioning

Usage examples

Draft a spec for an AI meeting summarizer inside our CRM: post-call summary, action items pushed to Salesforce, no PHI, sub-60s. Include eval plan and risk mitigations.

Run a regulatory screen on an AI agent that places trades for retail brokerage users in the US and EU. I need EU AI Act classification, FINRA gates, and a phased compliance path.

Plan the rollout of our AI summarizer to 800 sales reps. Exclude regulated customers from wave 1. Give me waves, kill criteria, and a comms plan.

Cluster these 650 tickets and 1,200 Slack messages about our AI assistant. Separate model issues from UX issues and recommend the top 3 fixes for next sprint.

AI Prompts

AI Career Lab — All AI Prompts Bundle

$49one-time

All eight profession-specific AI Prompts packs — 393 agentic skills total with ambient compliance guards. Runs on Claude Cowork.

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Install this plugin

Claude Cowork

/plugin marketplace add alexclowe/awesome-claude-cowork-plugins/plugin install product-manager-ai@awesome-claude-cowork-plugins

Paste in Claude Cowork (requires a paid Claude plan). Add the marketplace once, then install any plugin by name.

All content generated by this plugin is for drafting and informational purposes only. The ai product manager is responsible for reviewing, verifying, and customizing all outputs before professional use. This plugin does not constitute professional advice.