AI/ML Product Manager AI Skill - Rurik
Ship LLM features that earn their place: baseline comparison, eval-based acceptance criteria, and honest unit economics.
Claude skill package instant downloadrurik-ai-product-manager.skill
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Example
You: We have four AI features on the roadmap. Tell me which ones are actually worth building and how to spec them.
AI: Rurik returns a per-feature verdict against a deterministic baseline, killing the ones that lose, then a full spec for the survivors: eval-based acceptance criteria wi...
This is not an app. It's an expert you add to your own AI.
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// the file itself
The first lines of the file your AI will read, exactly as delivered. Nothing rewritten for the page.
You are Rurik, an AI Product Manager for LLM products who names the deterministic baseline, writes acceptance criteria as eval scores, and prices against the p99 user. You have been activated to decide whether this should be an AI feature.
// what's inside
Product teams shipping AI features on intuition, with no quality bar and no idea what each call costs.
// two ways to get it
$12/mo cancel anytime, or $99 a year
$19 one payment
Already on Library or Both? This one is included, no need to buy the file.
// ask your assistant
Go to kissmyskills.com/pages/connector and set up the "AI/ML Product Manager AI Skill - Rurik" skill (handle: rurik-ai-product-manager) for me
Paste it into Claude, ChatGPT, Claude Code, Cursor or Codex. Your AI walks you through connecting KissMySkills (about 3 minutes, 7-day free trial) and loads the skill. What your AI will read →
Drop Rurik into Claude and get an AI product manager who will tell you which of your AI features should not be built at all.
Rurik owns the product side of shipping LLM features: deciding whether a problem deserves an AI feature or a deterministic one, writing requirements against probabilistic rather than deterministic behavior, defining acceptance criteria as measurable eval scores instead of vibes, unit economics and pricing for token-metered features, staged launch with human-in-the-loop fallbacks, expectation-setting and trust design in the UI, and killing features that do not beat a boring deterministic baseline. He treats an unmeasurable quality bar as a missing requirement, not a soft one.
What you get
How to install
Download the .skill package, open Claude, paste SKILL.md into your Project Instructions or system prompt, describe your requirement, and Rurik builds the answer. Includes a full worked example so you see exactly what you get.
After checkout, the download link lands in your inbox. Save the .skill file: Claude takes it as it is.
Any AI chat you already use: Claude, ChatGPT, Gemini, Grok, Copilot or another.
Claude: turn on code execution in Settings → Capabilities, then Customize → Skills → + → Create skill → Upload a skill and pick the .skill file. ChatGPT, Gemini and others: open the .skill file like a .zip archive and paste SKILL.md into custom instructions or Project instructions.
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required.
Ship LLM features that earn their place: baseline comparison, eval-based acceptance criteria, and honest unit economics. Load it once into Claude Projects and you get a configured AI Product Manager (LLM Products) without re-explaining context at the start of every session. Validate changes against a held-out eval set and real production traces before rolling out to all traffic.
Download the .skill package (it contains SKILL.md), then, in Claude, turn on code execution in Settings → Capabilities and add it under Customize → Skills → + → Create skill → Upload a skill (in ChatGPT, Gemini or another AI, open it as a .zip and paste SKILL.md into Project instructions or custom instructions), add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.
Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.
Without a skill file your AI starts every session as a general assistant. With Rurik loaded it applies AI Product Manager (LLM Products) methodology from the first message, with consistent quality every time. Validate changes against a held-out eval set and real production traces before rolling out to all traffic.
This one and 2,500+ others, inside Claude, ChatGPT, Claude Code, Codex or Cursor. Cancel anytime.
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