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acceptance-gatekeeper

Official

Deploy AI with confidence: Go/No-Go verdicts.

Product & Management#acceptance criteria#production readiness#risk assessment#ai governance#go no go#deployment decision
AuthorEthical-AI-Syndicate
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill provides a structured framework for evaluating AI capability test results against defined acceptance criteria, ensuring a defensible go/no-go decision for production deployment and identifying necessary mitigations.

Core Features & Use Cases

  • Structured Evaluation: Systematically assesses AI performance against specific criteria and governance gates.
  • Gap Analysis & Mitigation: Quantifies deviations from thresholds, analyzes root causes, and proposes actionable mitigation strategies.
  • Risk-Informed Decisions: Produces clear go/conditional go/no-go verdicts with documented rationale, scope restrictions, and escalation paths.
  • Use Case: After an AI model for fraud detection completes its testing phase, use this Skill to evaluate its accuracy, false positive rate, and latency against production readiness criteria, generating a formal report for the risk review board.

Quick Start

Use the acceptance-gatekeeper skill to evaluate the test results for the new AI model against the defined acceptance criteria.

Dependency Matrix

Required Modules

None required

Components

scriptsreferences

💻 Claude Code Installation

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Please help me install this Skill:
Name: acceptance-gatekeeper
Download link: https://github.com/Ethical-AI-Syndicate/skills/archive/main.zip#acceptance-gatekeeper

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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