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ZAIN KHALIL KHAN
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Interactive prototypeFlagship case study

InterviewAI

AI-Powered Interview Preparation Platform

Interview preparation is most useful when feedback is tied to a specific role, the candidate's evidence, and the quality of each answer.

Interactive preview
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InterviewAI

Adaptive interview studio

InterviewAIWorkspace1 updates
Interview RoomSTRUCTURED PRACTICE SESSION

NEW INTERVIEW

Choose the room you want to enter.

Each track changes the question bank, evidence vocabulary, and scoring rubric.

Zain Khalil Khan

My Role

AI product and full-stack engineer

What I Built

AI-powered interview preparation platform that analyzes resumes to generate personalized interview questions, simulates realistic timed interviews, and provides multi-dimensional performance feedback with AI-generated improvement suggestions.

Evidence

Working interface, documented system behavior, and implementation-level decisions.

Technical Architecture

From system input to explainable output.

The control gate is shown as a first-class stage, not an afterthought added around the workflow.

Five stages connect inputs to processing, security controls, stored state, and user output.SYSTEM FLOW / INTERVIEWAITRACEABLE PIPELINE01INPUTSRole, résumé& answersVERIFIED STAGE02PROCESSINGPrompt & scoringVERIFIED STAGE03SECURITY CONTROLSPrivacy & evidenceCONTROL GATE04STORAGE / STATESession progressVERIFIED STAGE05USER OUTPUTCoaching feedbackVERIFIED STAGEINPUT TO OUTCOME / EVIDENCE PRESERVED

Technical Decisions

  • Built an interview preparation platform that parses a resume, extracts skills and experience, and generates questions targeted at that specific background.

Security Considerations

  • The public case study makes no additional security claim beyond the documented controls shown in the architecture.

Outcome & Evidence

  • Generated improvement suggestions tied to the exact answer that triggered them, so feedback is actionable instead of generic.
  • Tracked performance across sessions so a candidate can see which dimension is actually improving.
AIResume AnalysisInterview PrepFull StackSaaS

Working product

Try the interactive demo.

The product experience is part of this case study. Explore it here, reset its state, or switch viewport sizes without leaving the project page.

InterviewAI

Adaptive interview studio

InterviewAIWorkspace1 updates
Interview RoomSTRUCTURED PRACTICE SESSION

NEW INTERVIEW

Choose the room you want to enter.

Each track changes the question bank, evidence vocabulary, and scoring rubric.

Zain Khalil Khan

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