AI-Driven Dynamic Interviews
for the Modern Workforce

AIVIEW turns a job description into a tailored, scenario-based interview that adapts to every candidate in real time — replacing static multiple-choice tests and one-way video screens with immersive simulations and defensible scoring.

4Interactive question types
5Evaluation dimensions
Real-timeAdaptive branching
DualHR & candidate portals
aiview · candidate session
Question 3 of 5
S
SARAH · HR MANAGER

Tell me about a time you had to defuse a tense customer situation. What did you do?

YOU

I lowered my voice, asked them to share their goal, and proposed a refund plus a follow-up call…

Empathy
Clarity
Relevance
ADAPTIVE Difficulty +1
ROLE-PLAY Persona-driven scenario
The Problem

Hiring is broken — for both sides.

Recruiters lose weeks to manual screening while top candidates walk away from impersonal, biased, surface-level assessments.

Superficial Screening

The 6-second average résumé scan leads to talented candidates being filtered out before anyone ever talks to them.

Subconscious Human Bias

Implicit biases routinely compromise the fairness of first-round hiring decisions, even when interviewers mean well.

Lack of Skill Verification

Static MCQ tests and coding puzzles miss real hands-on capability — communication, judgment, prioritisation and conflict resolution stay invisible.

High Drop-off Rates

Lengthy, unengaging multi-stage processes drive away exactly the high-performing candidates the company most wants to hire.

Existing Solutions & AIVIEW

Static tools tell you who passed a quiz.
AIVIEW tells you who can do the job.

Current Solutions

Static, one-way, generic

  • Static multiple-choice knowledge tests
  • One-way recorded video interviews
  • Identical questions for every candidate
  • No realistic workplace simulation
  • Manual rubric scoring after the fact
HireVue TestGorilla Talview
AIVIEW

Dynamic, simulated, adaptive

  • Dynamic interactions — every candidate sees a unique flow
  • Adaptive evaluation — escalation & remedial branching in real time
  • Real-time AI analysis — scoring as the answer comes in
  • Simulates actual job environments — emails, prioritisation, role-play
  • Defensible rubric — five weighted dimensions, evidence-based scores
The Solution

What is AIVIEW?

A dual-portal, AI-powered interview platform that lets HR generate tailored simulations from a single job description and gives candidates an immersive, real-world assessment experience.

For HR Professionals

Generates tailored, scenario-based interview flows simply from a job title and description — review, edit, and approve before sending invitations.

For Candidates

Delivers immersive role-play simulations — replying to client emails, prioritising tasks, working through real workplace scenarios — instead of generic, static questions.

Core Engine

An AI-powered platform that adjusts scenarios in real time based on candidate performance — branching, escalating, or correcting on the fly.

Differentiators

What makes AIVIEW unique?

01

Dynamic Adaptation

Evaluates responses in real time to escalate challenges for high performers or introduce corrective stages for those who need them — every candidate gets the interview that suits them.

02

Role-Aligned Simulations

Uses modular components — multiple choice, email, task prioritisation, role-play — grounded in the realistic workplace challenges of the specific role being hired for.

03

Decision-Support Design

Acts as an AI-assisted tool where HR retains final authority — flows are reviewable and editable, scoring is transparent and defensible, ensuring human oversight and fairness.

Inside the Product

From live scenario to real-time analytics.

Two of the screens candidates and HR actually see — built straight from the React frontend.

Dynamic Text Scenario

Real workplace tasks, not multiple choice.

Candidates respond to a live customer email, draft a reply, and the platform evaluates tone, clarity, problem-solving and ownership in real time — feeding the adaptive engine.

  • Email simulation · task prioritisation · open-ended scenarios
  • Per-answer evaluation across five weighted dimensions
  • Difficulty adjusts on the fly based on performance
aiview · email simulation
EVALUATING Live · 5 dimensions
Performance Analytics

HR sees the why, not just the score.

Per-candidate dimension breakdown, the full conversation timeline, and a visualisation of how the interview actually adapted — escalations, remedial branches and final outcome.

  • Per-dimension score chart with weighted overall
  • Adaptation timeline · escalations & remedials
  • Recommendation pill · downloadable transcript
aiview · candidate report
JS
Jamie Singh Customer Support Specialist · 2026-05-22
HIRE
84/100
Overall Performance
Empathy
88
Problem Solving
82
Communication
90
Ownership
78
Adaptability
80
Q1 Q2 Q3 Q4 Q5 R1 Q6
ADAPTATION 1 escalation · 1 remedial
Features

Everything you need, delivered and live.

From AI-driven interview generation and adaptive branching, to modular workplace simulations, voice role-play, and a defensible rubric — every capability is shipped.

Adaptive Logic Engine

The brain of the platform — evaluates every answer in real time, escalates difficulty for high performers, and inserts up to three corrective remedial stages for those who are struggling.

  • Real-time per-answer evaluation
  • Escalation & remedial branching
  • Per-dimension performance tracking

AI-Powered Interview Generation

HR pastes a job title and description; the LLM produces a complete, tailored interview flow with the right mix of components for the role — ready to review, edit and send.

  • From job description in seconds
  • Auto-selects relevant question types
  • Editable before invitations are sent

Modular Interview Components

Goes far beyond multiple choice — email simulations, task prioritisation boards, open-ended scenarios, and persona-driven role-play, all in one consistent interface.

  • Multiple choice · Open-ended
  • Email simulation
  • Task prioritisation board

AI-Powered Role-Play

The LLM plays realistic characters — an angry customer, a curious manager, a technical teammate — to test how the candidate responds to actual workplace pressure.

  • Multiple persona library
  • Multi-turn, in-character dialogue
  • Prompt-injection-resistant

HR Flow Management

Recruiters review every AI-generated stage, edit individual questions, swap components, then approve the flow before candidate-specific secure invitations are sent.

  • Stage-level edit & approve
  • Question Pool Manager
  • Secure candidate-specific invite links

Performance Monitoring & Analytics

HR sees per-candidate dimension breakdowns, the full conversation timeline, the actual adaptation path the interview took, and a downloadable evaluation report.

  • Per-dimension score charts
  • Adaptation timeline visualisation
  • CV intake & candidate profiles

Role-Aligned Component Generation

The right mix is auto-selected for each role — a developer gets coding-context tasks, a support agent gets email scenarios, an ops candidate gets prioritisation boards.

  • Job-description-aware module selection
  • Role-specific scenarios & rubrics
  • Configurable mix per interview

Defensible Strict Scoring

A defence-in-depth pipeline — deterministic no-answer floor → strict score-band rubric → weighted-average sanity check — produces evidence-based scores instead of inflated guesses.

  • Five weighted evaluation dimensions
  • 0-100 evidence-cited scoring
  • Bias-aware rubric bands

Security & Privacy by Design

User authentication, candidate-specific secure invite links, privacy-preserving session storage, and a multi-layer defence against prompt injection.

  • Authentication & role separation
  • Prompt-injection guardrails
  • Output validation pipeline

Real-Time Voice Mode

STT/TTS-powered live voice role-play with a chosen interviewer persona, for roles where verbal communication is the most important signal — same strict rubric as text mode.

  • OpenAI Whisper STT · TTS
  • Persona-driven spoken interaction
  • Downloadable transcript for HR
How It Works

From CV upload to hiring signal in a single session.

Five tightly-coupled components work together to turn a candidate's conversation into structured, defensible scores.

1

Candidate Portal

Candidate logs in, browses positions, uploads a CV and starts the assigned interview in voice or text mode.

React · MUI · STT/TTS
2

Adaptive Stream

Each answer streams to the AI Engine over WebSocket / REST — voice replies are transcribed live with Whisper.

WebSocket · Whisper · TTS
3

AI Engine

The LLM role-plays a persona, picks the next question's type and difficulty, and grades the previous answer against HR's rubric.

FastAPI · OpenAI · Pydantic
4

Strict Scoring

A defence-in-depth pipeline (deterministic floor → strict rubric → weighted-average sanity check) produces dimension scores and a recommendation.

Python · Strict rubric
5

HR Dashboard

HR sees the full conversation transcript, per-dimension chart, recommendation, and downloadable evaluation report.

Analytics · Reports
Technology Stack

Core technologies and frameworks.

A modern, production-grade stack powering every layer of the platform.

React
React Frontend SPA
Material UI
Material UI Design system
Python
Python AI services
FastAPI
FastAPI REST & WebSocket
MongoDB
MongoDB Sessions & transcripts
PostgreSQL
PostgreSQL Users & analytics
OpenAI
OpenAI LLM · Whisper · TTS
GitLab
GitLab Version control
Product Demo

See AIVIEW in action.

A two-minute walkthrough covering candidate flow, adaptive questioning, voice role-play, and HR analytics.

Engineering Team

The developers and advisor behind AIVIEW.

Five computer-engineering seniors and one supervisor at METU.

Elif Naz Demiryılmaz

Elif Naz Demiryılmaz

Developer
Muhammed Furkan Sevim

Muhammed Furkan Sevim

Developer
Mert Yılmaz

Mert Yılmaz

Developer
Mehmet Berk Poyraz

Mehmet Berk Poyraz

Developer
Ali İnan Bakırcı

Ali İnan Bakırcı

Developer
Cevat Şener

Cevat Şener

Advisor
With thanks to the contributions of Recruspace Recruspace