Marketing to Product: The Too-Perfect Résumé

Thomas Doan: Four hours. That's all it took for the rejection to land after she'd submitted a resume an AI optimizer scored as a near-perfect match. Near-perfect on paper, dead within the afternoon. Welcome to The Messy Middle. I'm Charles. Charles: And I'm Thomas. Today, we're following one job search that broke apart right there. Thomas Doan: We'll look at the survey data suggesting recruiters and algorithms want opposite things from the same resume. Charles: And the rewrite that actually turned things around, plus the week she almost walked away from it all. Thomas Doan: So Thomas, start where it started. What did that message actually say? Before we dig in, a quick reminder. We love hearing from you. If you have questions or topics you'd like us cover, head to the link in the description and submit your question. We read every single one. I keep coming back to one client. Tuesday afternoon, he hit submit on a director level resume, and- Charles: Four hours, the rejection lands, auto-generated Thomas Doan: Four hours. That's not a human reading anything. Charles: No, actually, he'd paid a hundred and fifty dollars for an optimizer that scored him a ninety-four out of a hundred match on the posting. Thomas Doan: Ninety-four and still an instant no. Charles: That was application number two hundred and eleven. Eight months out of work by then. Close to thirty thousand dollars in savings gone. Thomas Doan: What was he asking for versus his last salary? Charles: He dropped his target to a hundred and forty-five thousand dollars. His last role paid a hundred and sixty-eight thousand dollars. He was already negotiating against himself and still getting nothing back. Thomas Doan: The pattern I notice is he built the whole search around beating the screener. Why did he think that was the actual problem? Charles: Because that's the advice everywhere right now. Optimize, match the keywords, get through the gate. Thomas Doan: Which assumes the gate is the only thing standing between him and the job. Charles: Fortune talked to Kathleen Walch at the Project Management Institute this week. She said she's getting resumes so overfit for a role that candidates couldn't plausibly have every skill listed. Thomas Doan: So the tool wins the algorithm and loses the room. Charles: The interview turns into the real test. A lot of these candidates never trained for that part. Thomas Doan: Was he just lucky, or is this happening to everyone doing exactly what he did? Building on that, the data shows why the fix stopped working. Surveys this year now suggest roughly half of hiring managers now dismiss a resume the moment it reads as AI-written. Charles: Half. That's a coin flip on judgment nobody diagnosed. Thomas Doan: And about sixty-two percent said they reject AI drafts specifically because there's no personalization, generic phrasing, no story. Charles: So the reader wants a human. What's the screener want? Thomas Doan: The opposite. Pins audit of more than thirty-three thousand job postings argues the sorting happens before any person opens the file. Charles: So you're being judged by something you never see twice for different reasons. Thomas Doan: That's the strategic problem here. You optimize for the algorithm, the human flags you as synthetic. You write for the human, the algorithm might never surface you. Charles: Two readers, opposite tastes, one resume. Thomas Doan: Right. And our guest was solving for the first gate, beating the keyword match. He never touched the second gate at all. Charles: So which one actually decides who gets the call back? Thomas Doan: Exactly. So the question becomes: what do you change on the page when both readers are watching and only one of them is human? That's tough. Charles: So here's what she actually cut from the resume. The cross-functional synergy line, gone. Thomas Doan: Did that cost her the keyword match with the screener? Charles: She kept enough terms to clear it, just stopped stacking them all in one line. Thomas Doan: What went in its place? Charles: A failed pilot written in plain verbs. Built it, tested it, killed it herself after three months. Thomas Doan: Most people bury a failure like that. Charles: She kept one number she could defend for ten minutes straight. It saved four hundred dollars a month before she shut it down. Thomas Doan: Small, but she can talk through it without stumbling. Charles: Right. There was a week, six weeks in, when she almost reverted. Eleven honest resumes out, zero replies. Thomas Doan: What turned it around? Charles: Her husband at dinner. He asked what she had left to lose. She'd already burned through three thousand dollars in savings. Thomas Doan: Rough number to sit with. Charles: She rewrote it that weekend. Two interviews by Friday. Thomas Doan: So the one edit she'd hand someone standing where she stood two years ago. Charles: Her line, cut any bullet you can't talk about for ten minutes. Keep the number that's real, even if it's small. Four hundred dollars beats a made up forty percent. Thomas Doan: The real fix, one failed pilot, one real number instead of ten keywords. Charles: That's the line. If you're eight months into a search like she was, cut the buzzwords. Name one project and its number. Thomas Doan: Share this with whoever's texting you at midnight about their search. Charles: Subscribe. Follow us on LinkedIn. Thanks for listening.