How I Designed a Website QA Pipeline That Combines Browser Automation, Deterministic Checks, and AI

说明与用途

一种将确定性检查与AI解释相结合的网站 QA 管道。

问题

A reliable website QA system must measure objective technical metrics and interpret them for actionable guidance, but relying solely on AI leads to inconsistent results and high costs.

结果

Combining deterministic measurement with AI explanation yields a robust, cost-effective QA pipeline that delivers reliable metrics and actionable insights.

工作流

• Enter URL → crawl site → browser automation renders pages → normalize data → deterministic QA engine performs objective checks → generate scoring and findings → AI analysis interprets findings and suggests fixes → produce reports → developers act on suggestions

证据

Use deterministic systems to measure. Use AI to explain and assist.

来源

Instead of asking an LLM to perform the entire audit, I separated the system into multiple layers.

来源