Frequently Asked Questions

Our pipeline executes a strict verification check on every LLM output. It validates that every company name, job title, date range, and bullet count in the tailored output matches the candidate's original resume exactly. If the LLM tries to invent or exaggerate facts, the system rejects the output and triggers a single-retry prompt specifying the exact violations.