How an AI Interviewer Uses the CV to Ask Better Questions

Fact-checked on 4 Nov 2026 against the tracyinterview.ai pages listed in Sources.

TLDR

• Tracy AI Interviewer can read each candidate's CV, ask 3 to 5 questions that come from it and from the job's must-haves, and follow up on every answer, so the interview tests what the CV claims instead of repeating a script.
• A good CV question names a specific thing on the page and asks for the decision behind it. The examples below are ours, not Tracy output.
• CV check is a setting you can switch off, and a person decides what happens next.

A CV filter reads a CV for keywords and ranks it. An interview can do something different with the same page: ask the candidate about it. Tracy AI Interviewer does this when CV check is on. It receives the job description and the candidate's CV along with your question set, and adds questions drawn from that CV and from the job's must-have requirements.

What can a CV tell you, and what can't it?

A CV tells you what someone says they did: employers, titles, dates, tools, results. That is a useful list of things to ask about. It does not tell you how much of the work was theirs, what they would do differently, or whether the stated result came from their decision or from the team around them.

Two candidates can list the same tool at the same employer. One built the system and the other used it twice. A keyword filter sees the same line twice. A conversation tells them apart in two or three questions.

Treat the CV as a list of claims to test. It gives you questions to ask.

Why does one script for every applicant waste the interview?

A fixed question set gives everyone the same questions, which is fair. It also leaves the most useful material unused. The candidate's own CV holds the claims most worth testing, and a generic script never touches them.

A polished general answer from a strong candidate sounds the same as a polished general answer from someone who read about the topic. A question about their own project cannot be answered from a blog post.

Use both. Keep the role's questions for comparison across candidates, and add a few questions that come from each CV.

How does Tracy's CV check work?

On the product page, Tracy describes it in one line: CV check adds 3 to 5 questions from each CV and the must-haves. In practice:

1. Setup. Tracy drafts the questions from the job description or your brief. You can edit them, replace them with your own and set the style from quick to deep and from behavioural to technical.
2. CV check on. Tracy receives the job description, the candidate's CV and the question set. It asks 3 to 5 tailored questions based on the CV and the job's must-have requirements, in addition to the role's questions.
3. Follow-ups. Each follow-up depends on the answer before it, so a CV question can open into two or three more. Tracy waits for the end of a thought before it speaks, with longer pauses allowed on hard questions.
4. Review. The interview is a two-way video call, recorded on both sides, with a transcript timed to the recording.

CV check is a setting, and it only runs when you switch it on.

What does a good CV question look like?

A good CV question has three parts: it names something specific on the page, it asks about the candidate's own part in it, and it leaves room to follow up. The six questions below are invented examples that show the pattern. Tracy's own questions will differ with each CV and job.

Three habits make these work. Ask about the decision, not the title. Ask what they would change, because people who did the work have views. Ask the neutral version of any question about a gap, a short stay or a career change, so the candidate can explain without being put on the defensive.

The follow-up does the rest. When the candidate says "I chose a composite index," the next question is why, and what it cost on writes.

How do you review a CV-based interview?

After the interview, Tracy writes an assessment for each question with the reasoning behind it, plus an overall assessment. Warm-up, notice period and salary questions are left out. Every point links to the moment in the recording, and the full transcript sits beside the video.

For a CV question, that means you can read what was asked, read the candidate's answer in their own words and play the moment. If the assessment says the candidate gave a specific account of the work, you can check that against the transcript in a minute. If it says the answer stayed general, you can hear it for yourself.

Tracy does not reject anyone. A person reviews the evidence and decides. The AI screening interviews guide covers where this fits in a hiring process, and how AI interviews work walks through the interview from invitation to result. For the candidate's side, How to prepare for an AI interview covers what to expect and what to ask the employer.

How do you turn CV check on and edit the questions?

CV check sits in the interview setup, next to the questions Tracy drafted from your brief. Turn it on for the interviews where the CV is part of the evidence. You can edit any drafted question, replace the set with your own, or leave the role questions as they are and let Tracy add the CV ones.

If your team starts interviews from an AI app, Tracy runs as an MCP server, and the Workable guide shows one way to invite candidates from there.

What should you watch for on fairness?

CV questions are personal by design, so a few practices keep them fair.

• Ask the same must-haves of everyone. The job's must-have requirements are the common thread. Whatever else differs between candidates, each should be asked about the same must-haves, in whatever form their CV makes natural.
• Do not turn CV details into a trap. A question about a gap or a short stay is a chance to explain. Keep it neutral, and remember that "I don't have a good answer" can say as much about the question as about the candidate.
• Read for specifics. A fluent answer with no specifics is a weaker signal than a halting one with names and numbers. The transcript lets you see the difference.
• Humans decide. The assessment is a written summary with reasoning. The hiring decision stays with your team, and the recording is there to check the assessment against.

The AI behavioural interviews guide goes deeper on behavioural questions and how to read the answers.

When should you leave CV check off?

Leave it off when the CV is not the evidence. Some cases:

• Roles where the work sample is the evidence, such as a trade, a task-based role or an entry-level role where a CV has little on it.
• Interviews where identical questions matter more than tailored ones, for example when you want to compare many candidates on exactly the same prompts.
• Research or customer interviews, where there is no CV to read.
• Candidates with sparse CVs, where questions from the page would be thin and the role's questions do more.

Turning it off costs you nothing in the rest of the interview: the questions, follow-ups, recording, transcript and assessment still run.

Questions

Try it free with CV check on one of your own roles, or book a demo.

Sources

All sources retrieved 4 Nov 2026.

• Tracy AI Interviewer, product page: questions from the job description or your brief, edit or replace them, CV check adds 3 to 5 questions from each CV and the must-haves, follow-ups that depend on the answer, two-way recorded video with a timed transcript, an assessment per question with reasoning, "Tracy does not reject anyone. A person decides.", API and MCP.
• Tracy AI Interviewer, home page: CV check, follow-ups, assessment per question with timestamps, "A person reviews the evidence and decides."
• Tracy AI Interviewer, volume hiring: "Turn on CV check to add 3 to 5 questions from each CV."