# Jobs Data - QA Automation ### What It Does JobFront's Quality Control system automatically evaluates the health and accuracy of job data scraped from company career pages. It runs continuously across sources, scores each one, flags problems, and triggers automated fixes — all without human intervention. We use a SOTA in-house AI Agent Harness for evaluation & remediation, checking across 1000's of evaluation datapoints for every scraper. Please reach out to us to learn more. *** ### Why It Matters Our QA system ensures that job data delivered to customers is fresh, accurate, and complete — catching problems like broken job links, scraper failures, bot blocks, and duplicate listings before they reach downstream partners. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.jobfront.io/jobs-data-platform/jobs-data-qa-automation.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.