JobShifu/Interview prep

Interview prep

Walk in with your own stories, not a script

Likely questions for this specific job, answered with work you actually did, plus the questions worth asking back.

JobShifu builds an interview dossier for one specific job: the questions most likely to come up, your own confirmed achievements mapped to them as STAR answers, and context on the company. Every story it suggests is checked back against real experience in your Vault, so you are rehearsing work you can expand on rather than an example you invented last night.

Questions are labeled by where they came from. Some are drawn straight from the job description, where a requirement you do not fully cover is very likely to get probed. Others are inferred from the role and level, and are marked as inferred so you can weigh them accordingly.

What is the STAR method?

Situation, Task, Action, Result. A structure for answering behavioral questions.

The acronym is not the useful part. The useful part is what it prevents. Asked "tell me about a time you handled a difficult stakeholder," most people spend ninety seconds explaining the situation, the org chart and the history, then run out of time before reaching what they personally did or how it turned out. Those last two are the only parts the interviewer is assessing.

STAR forces the answer through them. Set the scene briefly, say what you were responsible for, say what you did, say what happened. It feels mechanical the first few times and stops feeling that way once the shape is familiar.

JobShifu maps your confirmed achievements into that shape, which means you practise with real material. The alternative, inventing a plausible example under time pressure in the room, is where interviews get lost.

How does it know what I'll be asked?

It does not, and it says which is which.

This distinction is the whole reason to trust the pack. Questions arrive labeled:

  • From the job description. A stated requirement your experience does not fully cover is close to a certainty. If they wrote it down and you are light on it, someone will ask.
  • Inferred. Reasonable given the role, the level and the company, but a guess, and marked as one.

Any tool promising to predict your actual interview questions is guessing without telling you. The labeling is what lets you budget your evening: rehearse the near-certainties properly and skim the rest.

A prediction you cannot tell apart from a guess is worse than no prediction, because you will over-prepare the wrong things.

Does it write my answers for me?

It maps your achievements to the questions and drafts them into shape. It does not invent experiences to answer with.

Every story reference is checked against your confirmed Vault entries, the same provenance machinery behind the resume gate. What comes back is your work, structured, not a fictional example with your name on it.

That constraint pays off precisely where scripted answers fail: the follow-up. A memorised answer survives the first question and collapses on "what would you do differently?" because there is nothing underneath it. An answer about something you actually lived has an underneath. You can go sideways, add detail, admit the part that went badly.

Practically, this is also why the prep is worth doing even for a job you are unsure about. Rehearsing your real work is transferable. Rehearsing a script is not.

Preparing for the gaps you know about

The dossier is built partly from your gap analysis, which means the questions you least want to be asked are the ones it puts in front of you first.

That is uncomfortable and it is the point. If the role wants five years of something you have two years of, you will be asked, and the difference between a good and bad outcome is entirely whether you have thought about the answer before you are sitting there. The honest version, what you do have, what you would need to learn, how you have closed a comparable gap before, is a genuinely strong answer. Improvising it is not.

The company dossier

Optional context on the company and the role, so you are not walking in with only the job description.

It is off unless you ask for it, because unlike everything else here it involves looking things up rather than reading your own record. And it comes with a caveat stated plainly: treat it as research notes, not verified fact. It is assembled by a model and labeled that way. Anything you plan to say out loud in the room, especially a number or a claim about their business, is worth confirming yourself first.

What should I ask the interviewer?

Something you actually want the answer to.

The standard advice produces questions engineered to look thoughtful, and interviewers have heard every one of them. "What does success look like in this role after 90 days" is fine, and it is also the seventh time that day they have answered it.

The suggestions here are built from the specific role instead, which tends to surface better material: a responsibility in the description that sits oddly against the stated team size, a requirement that hints at a problem they are currently having, two parts of the job that look like they belong to different people. Those questions are worth asking because the answer changes whether you want the job.

Prep notes are not resume material

You can keep notes for yourself: performance-review takeaways, a brag-doc entry, the thing you did in March that nobody else noticed. These inform how you talk about your work.

They stay prep-only. A note is not evidence until you confirm it as such, and the dossier itself, being model-generated, never enters your Vault at all. So nothing here can quietly become a source that a resume line later cites.

That boundary is not bureaucracy. The Vault is what makes the resume guarantee mean anything, and a store that accepts model-generated content as fact is not a store you can build a guarantee on.

Frequently asked questions

What is the STAR method?

STAR is a structure for answering behavioral questions: Situation, Task, Action, Result. The point is not the acronym, it is that most people answering "tell me about a time you handled conflict" describe the situation for ninety seconds and never get to what they personally did or how it turned out.

STAR forces the answer through the two parts an interviewer is actually assessing. JobShifu maps your confirmed achievements into that shape so you are practising with real material rather than inventing an example under pressure.

How does JobShifu know what questions I'll be asked?

It does not know, and it labels which is which. Some questions come from the job description itself, where a stated requirement you do not fully cover is very likely to get probed. Others are inferred from the role, the level and the company.

Each question is tagged with where it came from, so you can tell a near-certainty from an educated guess and spend your preparation accordingly. Anything claiming to predict your actual interview questions is guessing without telling you.

Does it write my interview answers for me?

It maps your own achievements to the questions and drafts them into shape. It does not invent experiences to answer with. Every story reference is checked back against your confirmed Vault entries, so the material is real work you can expand on when the follow-up question comes.

An answer you memorised but did not live falls apart on the second question, which is exactly when it matters most.

What goes in the company dossier?

Context on the company and the role, gathered so you are not walking in with only the job description. It is optional and off unless you ask for it, because it involves looking things up rather than reading your own record.

Treat it as research notes rather than verified fact: it is model-assembled and labeled that way, and anything you intend to say out loud in the room is worth confirming yourself first.

What questions should I ask the interviewer?

Ones you actually want the answer to, which is why the suggestions are built from this specific role rather than a generic list. The usual advice produces questions designed to look thoughtful, and interviewers have heard all of them.

A better question comes from something concrete: a responsibility in the job description that seems to sit oddly with the team size, or a requirement that suggests a problem they are currently having.

Does my interview prep get added to my resume?

No, and the separation is deliberate. A dossier is model-generated and stays labeled as such, so it never enters your Vault and can never become a source a resume line cites.

Preparation notes you add for yourself, like performance-review takeaways or a brag-doc entry, are also kept as prep-only self-knowledge. They inform how you talk about your work in a room. They are not resume material until you confirm them as real evidence yourself.

Prepare with your own material.

The stories are already in your record. JobShifu finds the ones this interview needs.