𝗠𝗬 𝗔𝗜 𝗖𝗢𝗡𝗧𝗘𝗡𝗧 𝗤𝗨𝗔𝗟𝗜𝗧𝗬 𝗟𝗔𝗗𝗗𝗘𝗥

𝗠𝗬 𝗔𝗜 𝗖𝗢𝗡𝗧𝗘𝗡𝗧 𝗤𝗨𝗔𝗟𝗜𝗧𝗬 𝗟𝗔𝗗𝗗𝗘𝗥

I launched three directory sites. They use AI for content. AI fails sometimes. I built a quality ladder to fix this.

The system tracks quality in one database column. It uses three levels:

• Seeded data: Basic info from a file.
• Template data: Simple text for when AI fails.
• Claude AI: High quality editorial text.

The system finds low quality rows. It upgrades the most popular pages first.

This setup solves three problems:

• Cost: Prompt caching saves 90,000 tokens every night.
• Stability: Static builds keep the site online if AI goes down.
• SEO: Noindex tags hide thin pages from Google.

You get a fast site. You get high quality content. You avoid crashes.

Source: https://dev.to/morinaga/how-i-built-a-three-tier-content-quality-ladder-for-programmatic-directory-etl-okc