Agent skill · vasilyu1983
ai-product-operating-model
Designs operating models for AI in product teams. Use when planning platform ownership, provider strategy, data boundaries, evals, or sensitive-data controls.
What it needs
About 11k tokens when loaded.
What this skill does
AI Product Operating Model Design a company-wide operating model for AI in product when the question is bigger than one prompt, one feature, or one model choice. This skill is for organizations that need to align: product AI feature design agent and tool-using workflow posture data boundaries across product, context, and analytics provider and deployment posture public-cloud handling of PI or sensitive data evaluation, rollout, and governance Default posture for May 2026: external model APIs first central platform ownership before federated sprawl explicit data-plane separation provider abstraction instead of hard vendor lock-in risk-tiered controls for sensitive data evals, telemetry, and rollback before broad rollout model-lifecycle governance: provider model deprecations treated as planned product events, not surprises multi-model ops: running more than one frontier provider in production as a standing operating concern ASCII Flow When to Use This Skill Use this skill when the user asks for: an AI in product operating model a company AI platform strategy an LLM or agent governance model how product teams should work with central AI/data/platform teams how to handle PI or sensitive data with public-cloud model providers how to split analytics, runtime context, and operational truth how to sequence workstreams for AI platform foundations Use Other Skills for Depth LLM architecture, provider choice, adaptation, eval design -> ../ai-llm/SKILL.md Agent architecture, MCP vs A2A, approval patterns -> ../ai-agents/SKILL.md Product integration, streaming UX, structured outputs -> ../software-ai-integration/SKILL.md App context layer, memory, retrieval, grounding -> ai-context-layer Analytics semantics, marts, metric governance -> ../data-analytics-engineering/SKILL.md Product instrumentation and AI/agent telemetry -> marketing-product-analytics Production controls, privacy, incidents, auditability -> ../ai-mlops/SKILL.md AppSec and application-layer security boundaries -> …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills vasilyu1983/ai-product-operating-model