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🎯 Ideal Response with AI Score Matching on Interviewer.AI

Ideal Response with AI Score Matching helps teams evaluate candidates more effectively by comparing to a predefined “ideal” response.

Anna Johnson avatar
Written by Anna Johnson
Updated this week

This feature ensures consistent scoring and allows recruiters to benchmark candidate performance in a structured and scalable way.

What Is an Ideal Response?

An Ideal Response is a sample or benchmark answer created for each video question in your interview setup. It represents the key points, clarity, and professionalism you would expect from a top candidate answering that question.

How Does AI Score Matching Work?

Once you define an ideal response, Interviewer.AI uses natural language processing (NLP) and semantic analysis to compare each candidate’s video response against it. The AI then generates a relevancy score, which is factored into the overall assessment.

The more closely a candidate’s answer matches the ideal response in tone, content, and context, the higher their score.

How to Set an Ideal Response

  1. Go to the Interviews section of your dashboard.

  2. Create or edit a job interview.

  3. In the Video Question Setup, enter your video question.

  4. Below the question, look for the “Ideal Response” input field.

  5. Type your model answer or key points that reflect a strong response.

  6. Save and publish your interview.

You can repeat this for each video question where AI score matching is desired.

Where You’ll See It

When reviewing candidates:

  • The Content Relevancy Score shows how closely a candidate’s response aligns with the ideal response.

  • You’ll find this score in the candidate’s profile under Video Responses, alongside other scores like Professionalism and Communication.

  • Recruiters can also view the transcript, video playback, and scoring insights to understand the candidate's performance.

Benefits of Ideal Response Matching

  • Consistency: Standardized evaluation across all candidates.

  • Efficiency: Speeds up shortlisting by surfacing high-quality answers.

  • Fairness: Reduces subjectivity and bias in scoring.

  • Clarity: Helps align hiring teams on what a strong answer looks like.

Pro Tips

  • Keep ideal responses concise and focused on key skills or concepts.

  • Avoid jargon unless it’s essential to the role.

  • Use this feature in combination with other scoring parameters (like soft skills or language fluency) for a well-rounded view.

Need Help?

If you're unsure how to craft ideal responses or interpret relevancy scores, our team is here to help! Reach out at [email protected] or via the in-app chat.

Interviewer.AI makes it easy to move beyond gut feeling and evaluate candidates based on structured, data-driven criteria. Ideal Response Matching helps you identify top performers faster, and more fairly.

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