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Project Overview I am developing a full generative AI interview platform designed specifically for dental graduates entering clinical practice. The platform conducts realistic, spoken job interviews using an AI interviewer (avatar) and provides real-time and post-interview coaching feedback based on employer expectations in dentistry. The aim is to provide feedback to user son their communication effectiveness and their formulation of responses – it is not to coach them on “what” to say. The platform simulates real dental job interviews and provides structured, employer-lens feedback based on: • clinical judgement • articulation of responses (STAR technique and behavioural based interview techniques) • risk awareness • communication & consent • verbal and non-verbal communication • professionalism This is not a generic AI avatar demo or HR chatbot. The avatar is the delivery layer, not the intelligence. Core Objective To simulate a real dental job interview, where the AI interviewer: • asks scenario-based clinical and professional questions • responds dynamically to the candidate’s answers • evaluates responses using a defined scoring rubric • delivers structured, employer-lens feedback Avatar Interview Requirements (Critical) AI Interviewer (Avatar) • Real-time spoken interview (voice in / voice out) • Natural conversational pacing (interruptions included) • Neutral, professional interviewer tone (not friendly chatbot) • Configurable interviewer “style” (corporate / private / mentoring-focused/public) Avatar tech may include: • D-ID, Synthesia, HeyGen, Soul Machines, Tavus, or equivalent • Or custom avatar + TTS solution Important: Avatar realism is just as important to interview logic and feedback accuracy. Speech & Conversation Pipeline Required flow: 1. Avatar asks interview question (TTS) 2. Candidate responds verbally (STT) 3. Response sent to evaluation engine 4. Evaluation engine: o LLM scoring o deterministic phrase-level red-flag detection 5. Avatar responds back 6. Feedback stored 7. Interview continues 8. End-of-interview summary generated on platform and by email. Latency should feel conversational but does not need to be sub-second. Interview Intelligence (Non-Negotiable) Each answer must be evaluated against predefined dimensions: Additional logic: • Phrase-level red flag detection • Emotion detection / facial analysis • Rule-based score modifiers • Triggered coaching scripts The system must not rely on: • confidence detection alone • sentiment analysis alone • generic “AI advice” All scoring must be explainable. Feedback Output (User Experience) After Interview • Clear, structured feedback per question on platform and by email: o Strengths o Areas for improvement (e.g. tone, pace, depth of answers, use of “umm” & “ah”, lack of application of STAR technique. o Suggested rewrite o “What the employer hears” End-of-Interview Report - examples • Overall score based on metrics provided by me (score out of 100) • Employer Trust Score (0–10) • Top improvement priorities Technical Architecture (Avatar-First) Frontend • Web-based (desktop-first) • React / [login to view URL] preferred • Webcam (audio required) Backend • Node.js or Python • Session-based interview state management • Secure audio handling AI Stack • LLM: OpenAI / Anthropic • Speech-to-text: Whisper / Deepgram / AssemblyAI • Text-to-speech: ElevenLabs / PlayHT / Azure TTS • Avatar rendering: third-party API or SDK Key Requirement Interview logic, scoring, and feedback must be decoupled from the avatar layer. This allows: • avatar replacement later • text-based fallback • faster iteration Content & Logic Ownership I will provide: • full question bank • scoring rubrics • phrase-level red flag dictionary • gold-standard answers • exact feedback scripts Developers are not expected to design interview content. Admin & Iteration Requirements The system must allow: • adding/editing questions without code changes • updating phrase lists and scoring weights • editing feedback text • log-in page with options to choose from prior to interview (question types, avatar, random questions, etc) Admin panel or config-based system required. Out of Scope • Generic career coaching • Clinical decision support Ideal Developer / Team Looking for: • Full-stack developer or small team • Experience with: o AI avatars o real-time audio pipelines o LLM evaluation workflows o UX focus with high quality design elements • Comfortable building structured AI systems, not demos Not required: • ML model training • healthcare background or knowledge
ID do Projeto: 40282378
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34 freelancers estão ofertando em média $36 AUD/hora for esse trabalho

Hi , I’ve carefully checked your requirements and really interested in this job. I’m working as a freelance graphic designer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I have rich experienced in Logo Design, Photoshop, AI Model Development, AI Development, AI Chatbot Development, User Interface / IA, Artificial Intelligence, Graphic Design, User Experience Research and AI Text-to-speech. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Eager to hear your feedback
$69 AUD em 22 dias
8,4
8,4

I have recently delivered a real-time AI avatar communication platform integrating dynamic speech-to-text and text-to-speech pipelines, emphasizing natural interaction cadence, matching your requirement for neutral, professional interviewer tone with configurable styles. My approach involves iterative planning with defined validation points, ensuring interview logic and scoring remain modular and separate from the avatar layer to support future flexibility. Regular status updates enable prompt adjustments while session-based state management controls delivery precision throughout each interview phase. Early-stage prototype reviews verify alignment on conversational pacing and scoring rubric integration, establishing clear success criteria before full development commitment. Best regards, De$mond
$33 AUD em 40 dias
5,2
5,2

Hi There, I am excited about your project involving the development of a cutting-edge generative AI interview platform for dental graduates. Your focus on providing structured, employer-specific feedback through a sophisticated AI interviewer aligns perfectly with my skills and experience. With over 6 years of expertise in Graphic Design, AI Development, and User Experience Research, I am well-prepared to contribute to your vision. My proficiency in designing interactive and engaging user interfaces, combined with technical knowledge in AI model development and real-time audio processing, positions me uniquely for this project. I believe I can help ensure the avatar delivers an accurate, realistic interview experience while providing useful feedback. You can view my portfolio here: https://www.freelancer.com/u/haseebsidd07 I am looking forward to the opportunity to contribute to this innovative project. Thank you, Abdul Haseeb Siddiqui
$37,50 AUD em 7 dias
4,9
4,9

Are you seeking a cutting-edge AI solution for realistic dental job interviews with structured feedback and evaluation? As a seasoned professional with 5 years of experience in developing similar offsite projects, I am well-equipped to deliver a seamless, user-friendly, and professional AI interview platform that meets your requirements. By leveraging my expertise in AI avatars, real-time audio pipelines, and UX design, I ensure a high-quality, integrated system that offers top-notch performance and maintainability. Let's collaborate to create a scalable solution that exceeds your expectations. Free advice: let's discuss how this platform can revolutionize your hiring process. Chirag Pipal Regards
$50 AUD em 7 dias
4,5
4,5

Hello, Regarding your project, I've noticed that many overlook the importance of optimizing load balancing to ensure high performance and reliability. My approach strategically addresses this, allowing systems to deliver consistently even under peak loads. In a recent project, I enhanced system efficiency by 40% through precise resource allocation, underscoring my expertise in this area. I also include 30 days of post-deployment bug-fixing to guarantee smooth operation. Have you considered the impact of concurrent user load on your current infrastructure? Let's discuss how I can help.
$25 AUD em 40 dias
3,1
3,1

Hi, I specialize in developing AI-driven platforms with real-time avatar interactions. My projects like Vocaliv and Ontezo involved creating AI learning platforms with human-like coaching and AI business management tools with real-time monitoring, aligning with your need for a realistic dental interview simulation. Can you provide insights into the preferred avatar tech stack and the level of customization required for the interviewer's style? Let me know if this makes sense to you so that we can get things initiated... Best regards, Muhammad Waleed B.
$38 AUD em 40 dias
2,3
2,3

Hi, We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Graphic Design, Logo Design, Photoshop, User Interface / IA, Artificial Intelligence, User Experience Research, AI Text-to-speech, AI Chatbot Development, AI Model Development, AI Development Lets connect in chat so that We discuss further. Thank You
$38 AUD em 40 dias
1,9
1,9

Hi, I'm excited about the opportunity to develop your AI-driven dental interview platform. With extensive experience in AI technologies and real-time audio processing, I am well-equipped to create a system where the avatar can conduct realistic job interviews and provide insightful feedback based on defined employer expectations in dentistry. I have previously worked on projects involving natural conversational interfaces and structured feedback systems, ensuring that candidates receive precise and constructive evaluations on their performance. My approach will focus on building a platform that not only meets the project requirements but also prioritizes user experience and engagement. I propose to start this project at your earliest convenience and anticipate needing approximately 14 days to deliver a functional prototype that aligns with your vision. What specific features do you envision being the most impactful for users of the platform? Thanks, Dejan
$28 AUD em 12 dias
0,0
0,0

Hi, I understand your need for an AI-driven dental interview platform with a real-time avatar interviewer to simulate realistic job interviews for dental graduates. My approach involves developing a platform that conducts spoken interviews, evaluates responses based on employer expectations in dentistry, and provides structured feedback on communication effectiveness and response formulation. The technical strategy includes implementing a real-time spoken interview with a neutral, professional avatar tone, incorporating natural conversational pacing, and utilizing advanced avatar technologies like D-ID or custom avatar solutions. The speech and conversation pipeline will ensure seamless interaction between the avatar and candidates, with evaluation engines and feedback mechanisms in place for a comprehensive user experience. You can expect clear, structured feedback per question, end-of-interview reports, and an intuitive web-based frontend using React/Next.js. The technical architecture will leverage AI stacks from OpenAI, Whisper, and ElevenLabs for optimal performance. I will provide my portfolio via direct message for your review. My background in AI technology stack ensures reliable results and professional standards for this project. I'm available to discuss your requirements further and address any concerns. Best regards, Taneem
$38 AUD em 40 dias
0,0
0,0

Hello, I am Jayabrata Bhaduri, a Project Manager with a skilled team specializing in AI Chatbot Development, AI Model Development, and AI Development. I have thoroughly reviewed your project requirements and am confident in delivering a customized AI-driven Dental Interview Platform with a real-time Avatar Interviewer. Our team will ensure the platform conducts realistic job interviews, provides real-time coaching feedback, and evaluates responses based on clinical judgment, communication effectiveness, and professionalism. The AI interviewer will have a neutral, professional tone and configurable styles to suit your needs. I would love to discuss your project further to provide a tailored solution. Please feel free to schedule a call at your convenience. Regards, Jayabrata Bhaduri
$38 AUD em 40 dias
0,0
0,0

Hello, hope all is good. I understand what you need and will focus on quality results while keeping you updated. I am an experienced and specialized freelancer with 10+ years of practical experience in AI Chatbot Development, AI Development. Visit my profile to check my latest work and reviews from past clients. Connect in chat to discuss details and next steps. Regards.
$49 AUD em 40 dias
0,0
0,0

Hello, I am Vishal Maharaj, with 20 years of expertise in Artificial Intelligence, specializing in AI Development, User Interface / IA, AI Model Development, AI Text-to-speech, and AI Chatbot Development. I have carefully reviewed your requirement for an AI-Driven Dental Interview Platform with Real-Time Avatar Interviewer. To achieve the project objectives, I propose a comprehensive solution that includes developing a full generative AI interview platform tailored for dental graduates. The platform will feature a realistic AI interviewer (avatar) conducting spoken job interviews, providing real-time coaching feedback based on employer expectations in dentistry. The system will simulate real dental job interviews, evaluating responses on clinical judgment, communication effectiveness, and professionalism. I am eager to discuss this project further. Please initiate a chat to explore the details. Cheers, Vishal Maharaj
$45 AUD em 40 dias
4,9
4,9

Nubeena, Australia
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