What Good Interview Prep Actually Looks Like
Bad interview prep is a vibe: reread the job posting, skim the About page, rehearse "tell me about yourself" in the shower, hope. It feels like preparation because it takes an hour. It produces a candidate who knows roughly what the company does and nothing about what the interview will actually test.
Good prep is narrower and more mechanical than most people expect, because interviews are more predictable than most people expect. Almost everything you'll be asked comes from two documents you already have: the job description and your own background. Prep is the work of deriving those questions in advance.
Start by reading the JD like an interviewer
A job description is the interview's question bank in disguise. Every line in the requirements section is a candidate question waiting to be phrased: "experience leading cross-functional projects" becomes "tell me about a time you led across teams." The first prep step is structural: separate the posting's real requirements from its boilerplate, its must-haves from its nice-to-haves, and note the tools and systems it names. That sorted list is your forecast of the interview, and it's rarely wrong by much.
This is exactly what TailorFit's JD analysis automates, pulling requirements, comp signals, tools, highlights, and concerns out of a pasted posting. The principle stands with or without the tool: prep against the posting's actual demands, not your general impression of the company.
Map yourself against it, gap by gap
For each real requirement, decide in advance which story you'll tell. One requirement, one named project or experience, with the outcome attached. Where your match is strong, that's a story to sharpen. Where it's weak, that's a question you will be asked, and you want your honest, non-defensive answer chosen before the interview rather than improvised during it. A fit analysis that scores your profile against the posting and lists strengths and gaps does this sorting for you. The gaps list is the more valuable half.
Prep comp before anyone asks
The comp question arrives in the first call more often than not, and it's the single most expensive thing to improvise. Prep means arriving with three numbers: what the posting or market data says the role pays, the range you'll state, and the floor you'd actually accept. If the posting hides comp, market data for the title, level, and location gets you close enough to anchor sensibly. Deciding this before the call is worth real money. The alternative is naming a number under pressure and living with it.
Rehearse answers to the questions you predicted
With the requirement-to-story map done, the likely questions fall into three buckets: behavioral questions derived from the requirements, role-specific questions derived from the tools and duties, and the culture-and-comp conversation. Draft short answers, out loud, once or twice. The point isn't memorization. It's having made every decision in advance: which story, which framing, which number. Interview nerves are mostly the feeling of making decisions under observation. Prep removes the decisions, and what's left is just talking.
TailorFit's interview prep pack builds this from the JD and your profile: behavioral, role-specific, and comp questions with prep notes. The night before, your prep is a fifteen-minute review of decisions already made: the requirements list, your story map, your numbers, and the two questions you'll ask them. Not more hours. Earlier, narrower, and finished before the pressure starts.