What it sounds like when the questions come from your own CV
A candidate whose resume lists a first-author publication, a specific grant, and a two-year gap between a postdoc and an industry role gets questioned on exactly those three things, not a fixed script. The interviewer might ask what the candidate's specific contribution was on that first-author paper, since a byline alone doesn't say who ran the analysis and who wrote the discussion.
It might ask what happened during the gap, a question a resume alone can't answer and one that candidates moving between academia and industry, or stepping away from bench work for a period, often need real practice explaining out loud rather than leaving unaddressed.
The session follows whatever version of the resume is loaded in, so a candidate can rehearse the exact document they're about to send for a specific application.
What the session pulls from your resume
The resume-based interview type reads from a candidate's master resume or a chosen version in their library and builds questions from the actual line items on it, a named grant, a specific publication, a role title, a stretch of time with no listed position.
The voice agent follows up the way a hiring committee member flipping through a printed CV would, circling back to the line that raises a question rather than moving down a generic list.
Scoring
How scoring treats a compressed CV line
A single line on a research CV, a grant title, a co-authored paper, a technique listed in a skills section, is a compressed story, and the penalty for skipping STAR structure applies directly to how well a candidate unpacks that compression when asked. Technical scoring reflects whether the specifics behind a claim actually hold up under a follow-up question, not whether the line itself sounds impressive.
For a candidate explaining a gap or a career transition, Communication and Cultural Fit carry real weight too, since how that transition gets framed says something about how the candidate would describe their own trajectory to a future employer, not just whether the explanation is technically accurate.
Frequently asked questions
Will it ask about a gap on my CV, like time away from bench work?
It can. The interview questions the actual items on the resume it reads, and an unexplained gap is exactly the kind of line this type is built to probe, closer to how a real hiring committee reading the same CV would react.
Can I practice with a specific version of my resume, not just the original?
Yes. Candidates keep a master resume plus a versioned library, and a resume-based session can run against whichever version is being sent out for a specific application.
How is this different from practicing against a job posting instead?
A job-description interview reads a posting and questions a candidate against that role's requirements. A resume-based interview reads the candidate's own CV and questions them about their own projects, publications, and history.
Does it check whether my answer about a project follows a clear structure?
Yes. The scoring system includes a penalty for answers that skip STAR structure, which applies to a resume-based session the same way it does across other interview types.
Related pages
Pressure-test your CV before you send it
Run a resume-based AI interview and get questioned on the specific projects, publications, and gaps in your own document, then reviewed across five scored dimensions.