The Interview Prep Handbook.

The single biggest predictor of interview quality is whether the interviewer walked in prepared. A prepared interviewer asks tailored questions, scores with a rubric, and reads the candidate in context. An unprepared interviewer improvises, scores by vibe, and ranks by charisma.

Interview Assist exists because most recruiters and hiring managers do not have an hour to prepare for every call. The brief does the preparation for you — and you stay in charge.

• Three to five tailored questions. Pulled from the candidate's actual work and the role's actual demands. Not a generic question bank.
• A rubric per question. What does a weak answer look like? Adequate? Strong? Exceptional? Written before the interview, so the bar is the same for everyone.
• Red flags called out specifically. “Gap from 2022 to 2023 — worth a gentle ask.” Not a generic “verify dates”.
• A summary of strengths. So the interviewer enters the call knowing what this candidate is likely good at — and lets the candidate show it.
• A time budget. Half-hour screen, sixty-minute deep dive, two-part panel. Different briefs for different formats.

Good questions are specific. “Tell me about a hard problem you solved” is noise. “Walk me through how you shipped offline sync in your iOS app. Where did consistency break?” is signal.

Good questions have a scoring ladder. Before the interview, write what a 1/5, 3/5, and 5/5 answer looks like. This is the rubric. It is mundane to write and transformative to have.

Good questions probe depth, not surface. Three follow-up questions on one topic beat one question each on three topics.

Interview Assist drafts these questions automatically based on the candidate's resume, portfolio, and social signals. Edit them. Pin the ones you always ask. Rook remembers your edits.

The goal of a red flag is not suspicion. It is attention. A gap in employment is a chance to ask a question, not to disqualify.

Rook surfaces red flags tied to specific sources. “The resume claims lead-engineer at X, but the public footprint shows individual-contributor titles at that time.” That is an ask worth making, in a tone that respects the candidate.

The way to use a red flag: mention it in the interview calmly, give the candidate room to explain, and listen for the fit between the explanation and the evidence. If they line up, the flag resolves. If they do not, you have new information — but always with the candidate's voice in the decision.

Every interview ends. The debrief is where hiring decisions actually happen, and most teams run it badly.

Score before you talk. Every interviewer submits rubric scores independently before the group discusses. Scoring together is groupthink; scoring separately is signal.

Follow the disagreement. If two interviewers disagree on a candidate, that is the most important signal in the debrief. Dig in, do not average it away.

Decide in one of three ways. Offer, pass, or one more conversation. “Discuss again later” is not a decision. It is the thing that keeps candidates on hold for four weeks and loses them.

Rook Recruit keeps the rubric scores, the notes per question, and the summary on the candidate profile. The debrief reads itself.

A panel is a pipeline with shorter stages. Apply the same principles.

• Every interviewer answers a different question. No two panel members cover the same ground. Otherwise you get three opinions on one thing and zero on three others.
• Time-box. Four 45-minute sessions beat six 30-minute ones. Depth over breadth.
• Rotate roles. Hiring manager last, not first. Individual contributor with the deepest technical signal first, so the final conversation can focus on fit and future.
• One writer, not everyone. The hiring manager or lead recruiter owns the written summary. Other interviewers submit rubric scores and notes, not prose.

Every candidate walks out of the process either wanting to hire you back someday, or telling their network never to apply. The rejection experience shapes your future pipeline more than any job ad ever will.

Rook Recruit tracks the close of every candidate equally. Hired candidates get an onboarding sequence. Passed candidates get a thoughtful note that names what was good about their application. Nobody disappears into a queue.

The interview is an instrument. The prep is the calibration. The debrief is the reading. The close is the care. All four matter.