genai-pre-prod-review

Automate pre-production gate reviews for GenAI use cases.

Updated May 9, 2026
One-click install
npx skills add https://github.com/anotb/second-line-financial-services --skill genai-pre-prod-review
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: genai-pre-prod-review
Source: https://github.com/anotb/second-line-financial-services/tree/main/plugins/capability-plugins/ai-governance-model-risk/skills/genai-pre-prod-review
Command: npx skills add https://github.com/anotb/second-line-financial-services --skill genai-pre-prod-review

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the pre-production gate review for GenAI use cases, streamlining the process and ensuring compliance with regulatory and operational standards.

Core Features & Use Cases

  • Automated Gate Review: Conducts a comprehensive review of GenAI use cases before initial release or material expansion.
  • Integration of Upstream Artifacts: Consolidates and evaluates upstream artifacts such as intake, tier, model card, validation plan, and vendor evidence.
  • Decision Making: Produces a recommended decision (go, go-with-conditions, hold, no-go) with reasoning, named blocking and tracking conditions, owners, and source trace.
  • Use Case: Imagine you have a GenAI use case in pre-production. Use this Skill to automatically review the use case, identify any risks or issues, and make a recommendation on whether to proceed with the release.

Quick Start

Use the genai-pre-prod-review skill to review the GenAI use case 'use-case-12345'.

Frequently Asked Questions about genai-pre-prod-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate a GenAI pre-production gate review?

Automating a GenAI pre-production gate review involves evaluating upstream artifacts like model cards and validation plans to identify deployment risks. This Skill produces a recommended go, hold, or no-go decision with named blocking conditions and owners.

What is a GenAI deployment readiness assessment?

A GenAI deployment readiness assessment evaluates use cases against regulatory frameworks to identify risks before release. It consolidates upstream artifacts like intake forms, tier classifications, and vendor evidence to produce a recommended deployment decision.

What upstream artifacts do I need for a GenAI risk assessment?

For a GenAI risk assessment, you need to provide upstream artifacts including intake forms, tier classifications, model cards, validation plans, and vendor evidence. The Skill requires access to these documents and relevant regulatory frameworks to evaluate deployment readiness.

Can I use this for GenAI compliance checks before a material expansion?

Yes, you can use this for GenAI compliance checks before an initial release or material expansion. It evaluates upstream artifacts against regulatory frameworks to identify risks and produces a recommended decision on whether to proceed with the release.

What decisions can a pre-production review generate for GenAI use cases?

A pre-production review for GenAI use cases generates a recommended decision of go, go-with-conditions, hold, or no-go. The output includes reasoning, named blocking and tracking conditions, assigned owners, and source trace information for compliance traceability.