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Answers, with the measurements attached
Findings from building and instrumenting our own scoring engine. Every number on these pages comes from a real run log or a regression test — that's the rule this section lives by.
- Are resume match scores accurate?We scored the same résumé against the same job description three times and got 60, 55, and 50. Why most match scores are noise, and how to tell a real one from a random one.
- Does AI resume rewriting actually improve your match rate?We re-scored 52 'successful' AI resume rewrites with an independent grader. Only 5 genuinely moved the requirement to met. What AI rewriting can and cannot do for you.
- Why do I get rejected when I meet every requirement?The most common self-assessment error: reading 'N years of X' as 'N years of anything'. 9 years of total experience with 0 PM titles does not satisfy '5–10 years of product management'.
- Is it safe to let AI rewrite your resume? Here's what it makes upFrom real logs: AI counted a bachelor's degree as 4 years of work, turned an award year '2018' into '1 year of experience', and wrote '5 years of product management' for someone with zero PM roles.