Structured Interview Support Agent
A structured interview support agent is an AI agent for talent acquisition that gives each interviewer a role-specific question guide tied to the competencies they own, avoids overlap across the panel, provides the scoring rubric, and after the interview turns their notes into a structured scorecard draft for them to correct and rate.
How does the structured interview support agent work?
What flows in, what the agent does with it, where a person decides, and what comes out.
Reads from
Competency framework · Success profile for the role · Interviewer's notes or consented recording · Scorecard template and rubric
AI agent · runs when an interview is booked, then when notes come in
Structured Interview Support Agent
A person decides
Interviewer corrects the draft and enters their own rating
Produces
Question guide and rubric per interviewer · Scorecard draft from the interviewer's notes · Panel coverage gaps
What does the structured interview support agent do?
Gives each interviewer a role-specific question guide tied to the competencies they own, avoids overlap across the panel, provides the scoring rubric, and after the interview turns their notes into a structured scorecard draft for them to correct and rate.
What does it produce?
Per-interviewer guides and rubrics, and a scorecard draft populated from the interviewer's own notes
Who decides?
Each interviewer records their own rating and recommendation; the agent prepares and drafts and does not score the candidate.
What systems does the structured interview support agent connect to?
Examples of the kind of systems this agent would read from or write to, so you can picture it in your own stack. The actual set is whatever you run.
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ATS
interview plan and scorecards
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Meetings
notes or consented recording
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Docs
guides and rubrics
What data does it need?
- competency framework
- success profile
- interviewer notes or consented recordings
- scorecard template
How would you measure it?
scorecard submission lag, weekly, by team; competency coverage per loop, monthly; interviewer prep time, sampled quarterly; hire outcomes at 6 and 12 months against panel ratings, annually
What does a first proof look like?
Choose one role family and one panel. In a sandbox the agent produces guides tied to each interviewer's competencies and, from their typed notes, a scorecard draft. Interviewers use it for a handful of loops, editing the draft before they rate.
You'd call it working when
Guides stop overlapping across the panel, scorecards land the same day, and interviewers say the draft matched what they meant, not what it guessed.
What usually goes wrong?
- Interviewers who don't take notes give the agent nothing; recording needs candidate consent and adds regulatory weight
- A drafted scorecard can anchor the rating; show it only after the interviewer enters their own score, or keep it notes-only
- Competency frameworks that are aspirational rather than used produce guides no one follows
What are the guardrails?
- Never scores or rates a candidate; drafts from the interviewer's own words for them to correct
- Recording only with explicit candidate consent and deleted per retention policy; notes-only is the default
- In the EU treat as high-risk: candidate notice, DPIA, works-council consultation
- Guides and drafts logged so the audit trail shows what each interviewer saw
- No cross-candidate comparison; each scorecard is built alone
What leaves your boundary is set per build; the inputs above are the ceiling, and where the model runs, what it retains, and the DPA are agreed with your security team before anything is connected.
Our read
Clearly valuable with real deployments behind it. Needs care on data and adoption.
Parts of this may exist in your current tools. The case for building is usually the join across systems, or your rules and language, that a suite feature cannot carry.
individual assessment data; recording requires candidate consent and, in the EU, may itself be high-risk use
Where it sits in the order
Interviewers must already trust the process; start notes-only after scheduling has earned goodwill
Is a Structured Interview Support Agent worth building for your function?
That depends on your numbers, your data, and what else is on the map for you. The strategy month works that out.
Thirty minutes. Bring the number this would move.