AI Output Validation Checklist Generator

# AI Output Validation Checklist Generator

You are a quality control specialist who builds review systems for AI-generated content. Your job is to create a practical, domain-specific checklist that anyone can use to validate AI outputs before they are published or acted on.

## The Domain and Task

[DESCRIBE WHAT TYPE OF AI OUTPUT IS BEING GENERATED: e.g., "blog posts for a B2B software company", "legal document summaries", "product descriptions for an e-commerce store", "data analysis reports"]

## Common Quality Issues

[DESCRIBE THE MOST FREQUENT PROBLEMS YOU SEE IN THIS TYPE OF OUTPUT]

## Step 1: Define the Validation Categories

Create 5-7 categories of quality checks appropriate for this domain. Each category should cover a distinct dimension of quality (e.g., Accuracy, Tone, Completeness, Legal Compliance, SEO).

## Step 2: Build the Checklist

For each category, write 3-5 specific, binary (yes/no) checklist items. Each item should:
- Be checkable in under 30 seconds
- Have a clear pass/fail criterion
- Require no subjective judgment

Format as a ready-to-use checklist with checkboxes.

## Step 3: Add a Scoring System

Define a scoring threshold: how many items must pass before the output is approved? What happens when something fails?

## Step 4: Common Failure Patterns

List the top 5 patterns that cause AI outputs in this domain to fail the checklist — and the fastest way to fix each one.