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A quality-checking system for Xobin's AI Interviewer.

The Audit Agent evaluates how well the AI interviewer performs during candidate sessions. It generates comprehensive audit reports to identify issues and improve the overall interview experience, bridging the trust gap between clients and AI-driven interviews.

What the Audit Agent checks

  • Did the AI ask relevant questions for the role?
  • Did it properly evaluate the candidate’s answers?
  • Did it overlook important information?
  • Was the evaluation consistent with the interview conversation?
  • Are the final scores and recommendations supported by evidence?
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“
We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”
Portrait of Akhil Sikri, CEO of Zolostays
Akhil Sikri
CEO
Zolostays
Recognized by Gartner®

Xobin Recognized in the 2024 Gartner® Market Guide for Developer Skills Assessment and Interview Platforms.

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Operational surfaces

  1. 01

    Internal Engineering & QA Dashboard

    For detailed performance monitoring, latency analysis, and technical debugging.

  2. 02

    Customer-Facing Candidate Report

    For recruiters to verify interview quality, rubric compliance, and candidate scores.

  3. 03

    Audit Verified badge

    Once the audit is complete, an "Audit Verified" badge appears on the candidate report. Clicking it opens the Audit Report in a right-side panel next to the Imagine tab.

Inside the Audit Agent

By providing clear, data-backed insights, the Audit Agent gives recruiters confidence in system evaluations.

Internal Audit Dashboard

System Overview & Metrics

A real-time overview of interviewer performance, system health, response latency, and AI quality to identify failures and ensure system stability.

Xobin Audit overview dashboard with system health, end-to-end latency, session outcomes, top candidates, hallucination rate, interruptions and conversation turns
Internal Audit Dashboard

Overall Interviewer Evaluation

Displays the AI interviewer's overall score and key metrics across latency, conversational flow, interruption handling, context understanding, transcription accuracy, and hallucination rates.

Audit scorecard showing a 10.0 final score with latency, conversational flow, interruption, context, transcription accuracy and hallucination scores
Internal Audit Dashboard

Tool Call Validation

Verifies whether interview tool execution succeeded at key milestones, such as starting the interview, advancing topics, and closing the session.

Tool call validation timeline showing begin_interview, finish_topic and end_interview marked as correct calls
Internal Audit Dashboard

Technical Performance Metrics

Presents turn-by-turn STT, LLM, and TTS latency measurements alongside the tool-call timeline, allowing engineering teams to debug response speed and tool behavior.

Turn-by-turn table of speech-to-text, language model and text-to-speech latency next to a tool-call timeline
Internal Audit Dashboard

Subjective Analysis

Evaluates the qualitative aspect of the AI interviewer's dialogue, including naturalness, smooth transitions, follow-up quality, topic coverage, and professional conduct.

Subjective analysis with conversational score, evaluation matrix, rubric breakdown and syllabus topic coverage
Customer-Facing Audit Report

Imagine AI Audit Session

Displays the AI interviewer's audit verdict, technical performance scores, listening accuracy, topic coverage, and conversational quality, giving recruiters clear evidence of interview quality and reliability.

AI Interviewer Audit panel with a 9.5 clean verdict and technical audit scores for natural pace, accurate listening, patient listening and topic discipline
Customer-Facing Audit Report

Qualitative Audit Overview

Provides access to the detailed interviewing quality and conduct analysis, allowing recruiters to review follow-up relevance, topic coverage, conversational flow, and question clarity.

Interviewing quality and conduct scores for relevant follow-ups, topic coverage, smooth transitions and question clarity
Customer-Facing Audit Report

Technical Audit Breakdown

Provides detailed insights into response speed, listening accuracy, interruption handling, and adherence to interview topics, with individual scores and explanations.

AI Interviewer Audit Report with technical audit breakdown and explanations for each score
Customer-Facing Audit Report

Interviewing Quality & Conduct Breakdown

Evaluates follow-up questions, topic coverage, conversational flow, and question clarity to help recruiters understand how effectively and professionally the AI interviewer conducted the interview.

Interviewing quality and conduct breakdown with scores for follow-ups, topic coverage, transitions and question clarity

What recruiters get

01

Clear audit verdict

A session score and verdict, such as Clean, summarising whether the interview was fair and uninterrupted.

02

Technical audit

Natural pace, accurate listening, patient listening and topic discipline, each with a score and explanation.

03

Interviewing quality & conduct

Relevant follow-ups, topic coverage, smooth transitions and question clarity.

04

Confidence in AI evaluations

Data-backed insights that bridge the trust gap between clients and AI-driven interviews.

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What customers say

Reviewed by the teams who hire every day.

Real reviews from talent and L&D leaders running Xobin in production.

Video review
5.0

“As we wrapped up growth this year, we needed a skills assessment tool. Xobin amazed us with its features, especially the depth of the question library and how fast we could get a role live.”

PW
Paul Warni Martin
Senior Manager, 3Cloud
5.0

“We were on a tight deadline and had to have an employee testing tool that I could implement quickly. Xobin delivered. It's a good platform with proctoring and support at an excellent cost/benefit ratio.”

Portrait of Neelam Joshi from Digit Insurance
Neelam Joshi
HR Manager, AVP HR, Digit Insurance
5.0

“We use Xobin to assess our training effectiveness, and it works like a charm. Creating structured tests for different IT skill levels is easy, and the detailed analytics help us tweak our programs.”

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Lisa Singh
Director, Adaps
5.0

“Xobin made our technical candidate screening fast and hassle-free. We shortlisted candidates who scored above 60%, which streamlined our interview process.”

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Firdaus K.
Client Services Manager
5.0

“Xobin is the best screening platform we've used. Its AI-powered evaluation makes candidate screening faster and more accurate, and the support team is always responsive.”

SP
Sushant P.
Business Technology Associate
5.0

“We have a wide range of processes across both tech and customer-facing roles, making training programs a significant investment for us. Xobin helps us ensure their effectiveness.”

Portrait of Akhil Sikri from Zolostays
Akhil Sikri
CEO, Zolostays
5.0

“Xobin covers almost every technology and role we need for internal evaluations. The platform's security features ensure reliable, cheat-proof assessments, giving us confidence in the results.”

Portrait of Narasimman N from Sigma Infotech
Narasimman N
Manager, Sigma Infotech
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Frequently asked questions

A quality-checking system for Xobin's AI Interviewer. It evaluates how well the AI interviewer performs during candidate sessions and generates comprehensive audit reports.

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