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The Difference Between Tailoring A Resume And Lying On One

By Nigel Guy · 2 min read

AI makes it trivially easy to reshape a resume around a job posting in seconds, and that speed is exactly where the trouble starts. It's just as fast to rewrite a bullet so it's honestly reframed toward what the role needs as it is to rewrite one so it claims something that didn't happen — and at speed, with a tool doing the phrasing, the line between the two gets easy to cross without quite noticing you've crossed it.

The rule: tailoring changes emphasis and framing to match what's true; lying changes the facts underneath it — and the test is whether you'd say the sentence out loud to the hiring manager's face.

The mechanism: the say-it-aloud test

  1. Reframe emphasis, not events. If you did five things in a role and the posting cares about one of them, leading with that one and shrinking the others is tailoring. Inventing a sixth thing is not.
  2. Match their language to your real work, not the reverse. If the posting says "stakeholder management" and you did that under a different name, translating your bullet into their term is honest tailoring. If you didn't do it at all, borrowing the term is a lie with better vocabulary.
  3. Run every AI-suggested rewrite through one question: could you explain this exact sentence, in an interview, to the person who'd know if it were false? If the honest answer is "I'd have to fudge that," don't use it.
  4. Check scope words specifically — "led," "owned," "built," "managed a team of" are the words AI tools inflate first because they're the words that make a bullet sound stronger. Verify each one against what you actually had authority over.
  5. Keep a version you'd hand to a former manager. If a rewrite would embarrass you if that person happened to see it, it's failed the test regardless of how well it matches the posting.

What to skip

Skip letting a tool add numbers, team sizes, or outcomes you didn't supply — an AI asked to "make this more impactful" will often invent a plausible metric to fill the gap, and a plausible metric that isn't true is a lie with a decimal point. Skip tailoring so aggressively toward one posting that the resume no longer describes one coherent career; a version that only makes sense for a single job reads as engineered the moment anyone looks closely.

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