Use case: candidate-role fit

Candidate evaluation against the role, requirement by requirement

Analyze Candidate – Role fit is a Quick Action in Chat with ReCo. It sets the CV, the transcript and your notes against the job description and shows, for each requirement, where the evidence meets it, partly meets it or is missing, with deep-dive questions for the next round. ReCo organizes the evidence; the recruiter makes the assessment.

Designed for compliance with:GDPREU AI ActCCPA/CPRA
Chat with ReCoNotes
Provide Job Role InsightsSuggest QuestionsAnalyze Candidate – Role fitGenerate Rejection Message
Analyze Candidate – Role fit
1. Fit vs. role-defining job requirements
  • Senior PM in B2B SaaS/fintechMEETS

    Senior PM in B2B fintech SaaS (Revolut Business) with relevant domains.

  • Exposure to payments, onboarding or complianceMEETS

    Direct ownership of onboarding, KYC and account activation; prior regulatory work at ING.

  • Leading complex initiatives across multiple teamsPARTIALLY MEETS

    Has led multi-team work, but the scale and formal authority are not fully clear.

  • Responsibility for other Product ManagersDOES NOT MEET

    Has not formally managed PMs; mentors one junior PM.

  • Hybrid model with 3-4 days a week in the officeDOES NOT MEET

    Stated preference and commute conflict with the expected on-site frequency.

2. Interview deep-dive topics
  • Formal leadership of PMs
    "Describe a situation where you directly owned another PM's performance or growth outcomes. What were you responsible for?"
  • Work model flexibility
    "How would you manage being in the office 3-4 days a week, and what trade-offs would that mean for you?"

Chat with ReCo in a demo session: the candidate-role fit analysis for a Product Lead role.

How it works

From interview evidence to a clear picture of fit

The analysis uses the session context you already built, so there is nothing to upload or explain.

  1. 1

    Interview with the role in view

    The job description, the CV and your Session Guide are in the session; the transcript and notes build up during the call.

  2. 2

    Run the fit analysis

    One click lists each role-defining requirement with the evidence that meets it, partly meets it or is missing.

  3. 3

    Decide and probe

    Use the gaps and the deep-dive questions in the next interview, and add your own assessment to the report.

Candidate evaluation template

Criterion, evidence, gaps and the recruiter's assessment

A filled example for the Product Lead role, and a blank template to copy. Missing evidence is not the same as not meeting a requirement: it is a question for the next conversation.

Candidate evaluation for a Product Lead role, filled from the CV and the interview
CriterionEvidence (interview and CV)Missing informationFollow-up questionRecruiter assessment
B2B fintech product ownershipOwns onboarding, KYC and activation at Revolut Business (CV and interview).None-Meets
Measurable outcomesOnboarding completion up about 12-15%, manual reviews down about 20% (interview).Baseline and own share of the impactWhat was the baseline, and what moved it?Meets, to confirm
Leading across teamsLed onboarding changes with engineering, design, risk and operations (interview).Formal authority and team sizeWho reported to you on that initiative?Partly meets
Managing Product ManagersMentors one junior PM (CV and interview).Performance reviews, hiring, hard feedbackTell me about the hardest feedback you have given.Not evidenced yet
3-4 days a week in the officePrefers 3-4 days remote (interview).Flexibility on either sideAsk the client whether the policy can flex.Does not meet as stated
Template

Candidate evaluation template

Candidate: Role and client: For each criterion: Criterion: Evidence from the interview: Evidence from the CV: Missing information: Follow-up question: Recruiter assessment: meets / partly meets / not evidenced yet / does not meet Overall recommendation and reasoning: Next step:
Why it matters

See the gaps before the client does

A structured view of fit makes it easier to decide the next step and to explain it.

Every requirement checked

Nothing role-defining gets lost between the CV, the transcript and your notes.

Questions for the next round

Gaps turn into concrete deep-dive questions, so the next interview tests what is still unclear.

The recruiter decides

ReCo does not score or rank candidates. It lays out the evidence, and you make the call.

Customer storyRestfully logo
"Here, the reports are precise, and the tone is formal, without unnecessary embellishment."
Justyna Sulwestrzak
Justyna SulwestrzakOwner | HR & Lead Operations Partner, Restfully
Read the case study
30-60 minPer competency report, instead of about 2 h
5-10 minPer candidate note, instead of about 20
Questions recruiters ask

Candidate-role fit analysis: FAQ

What the analysis shows, what it uses and who decides.

Pricing

From interview to recommendation. 50–80% faster.

Buying as:
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€39
per license/month + VAT

Less than the cost of writing one recommendation report manually.

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The same workspace for the whole team, priced around its size.

Add-onPriced on requestFace-to-face meetings and/or phone callsCaptured through your computer mic and paid on top of the license.See our Privacy Policy and Terms & Conditions.
All current features included:
50–80% less time on reports and summaries — drafts from your transcript, CV, and role context
Real-time transcript, no bots joining the call — EN, PL, DK, DE, UA, and more
Context-aware AI, no re-explaining every time — knows the role, CV, and conversation
One workspace from prep to deliverable — JD, CV, transcript, notes, and output in one place
Private by design — CV blinding and transcript editing — data stays local, you control what gets processed
“
Piotr Lewandowski
Piotr Lewandowski
Talent Business Partner · HR Hints

Interview admin went from the heaviest part of the day to something that barely registers.

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