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I'm Ilya Andriunkin, a qualified dentist with 2 years of clinical experience in general dentistry, endodontics, restorative dentistry and oral surgery, plus 4 years of experience assisting in hospital-based oral and maxillofacial surgery. I specialize in Medical AI Evaluation, Clinical AI Safety and LLM Quality Assessment. I review AI-generated healthcare content for clinical accuracy, diagnostic reasoning, hallucinations, missing red flags, treatment appropriateness and patient safety risks. My clinical background allows me to identify errors that general AI reviewers may overlook. Beyond healthcare, I have hands-on experience in LLM response evaluation, comparative ranking, data annotation, fact-checking, research and quality assurance. I assess AI-generated content against structured guidelines, identify factual and reasoning errors, and provide clear, evidence-based feedback. I also have 100+ hours of transcription and audio review experience across Ukrainian, Russian, British English and Australian English, including ASR correction, speaker diarization, audio segmentation and multilingual QA. I'm available for remote freelance projects involving medical and dental content review, AI evaluation, research, data quality assurance, annotation, transcription QA and fact-checking. I'm detail-oriented, comfortable with complex guidelines and committed to delivering accurate, reliable results.…I'm Ilya Andriunkin, a qualified dentist with 2 years of clinical experience in general dentistry, endodontics, restorative dentistry and oral surgery, plus 4 years of experience assisting in hospital-based oral and maxillofacial surgery. I specialize in Medical AI Evaluation, Clinical AI Safety and LLM Quality Assessment. I review AI-generated healthcare content for clinical accuracy, diagnostic reasoning, hallucinations, missing red flags, treatment appropriateness and patient safety risks. My clinical background allows me to identify errors that general AI reviewers may overlook. Beyond healthcare, I have hands-on experience in LLM response evaluation, comparative ranking, data annotation, fact-checking, research and quality assurance. I assess AI-generated content against structured guidelines, identify factual and reasoning errors, and provide clear, evidence-based feedback. I also have 100+ hours of transcription and audio review experience across Ukrainian, Russian, British English and Australian English, including ASR correction, speaker diarization, audio segmentation and multilingual QA. I'm available for remote freelance projects involving medical and dental content review, AI evaluation, research, data quality assurance, annotation, transcription QA and fact-checking. I'm detail-oriented, comfortable with complex guidelines and committed to delivering accurate, reliable results.

Ilya Andriunkin

AI Evaluator, AI Ethics Consultant, Audio Transcriber, +3

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I'm Ilya Andriunkin, a qualified dentist with 2 years of clinical experience in general dentistry, endodontics, restorative dentistry and oral surgery, plus 4 years of experience assisting in hospital-based oral and maxillofacial surgery. I specialize in Medical AI Evaluation, Clinical AI Safety and LLM Quality Assessment. I review AI-generated healthcare content for clinical accuracy, diagnostic reasoning, hallucinations, missing red flags, treatment appropriateness and patient safety risks. My clinical background allows me to identify errors that general AI reviewers may overlook. Beyond healthcare, I have hands-on experience in LLM response evaluation, comparative ranking, data annotation, fact-checking, research and quality assurance. I assess AI-generated content against structured guidelines, identify factual and reasoning errors, and provide clear, evidence-based feedback. I also have 100+ hours of transcription and audio review experience across Ukrainian, Russian, British English and Australian English, including ASR correction, speaker diarization, audio segmentation and multilingual QA. I'm available for remote freelance projects involving medical and dental content review, AI evaluation, research, data quality assurance, annotation, transcription QA and fact-checking. I'm detail-oriented, comfortable with complex guidelines and committed to delivering accurate, reliable results.…I'm Ilya Andriunkin, a qualified dentist with 2 years of clinical experience in general dentistry, endodontics, restorative dentistry and oral surgery, plus 4 years of experience assisting in hospital-based oral and maxillofacial surgery. I specialize in Medical AI Evaluation, Clinical AI Safety and LLM Quality Assessment. I review AI-generated healthcare content for clinical accuracy, diagnostic reasoning, hallucinations, missing red flags, treatment appropriateness and patient safety risks. My clinical background allows me to identify errors that general AI reviewers may overlook. Beyond healthcare, I have hands-on experience in LLM response evaluation, comparative ranking, data annotation, fact-checking, research and quality assurance. I assess AI-generated content against structured guidelines, identify factual and reasoning errors, and provide clear, evidence-based feedback. I also have 100+ hours of transcription and audio review experience across Ukrainian, Russian, British English and Australian English, including ASR correction, speaker diarization, audio segmentation and multilingual QA. I'm available for remote freelance projects involving medical and dental content review, AI evaluation, research, data quality assurance, annotation, transcription QA and fact-checking. I'm detail-oriented, comfortable with complex guidelines and committed to delivering accurate, reliable results.

Available to hire

I’m Ilya Andriunkin, a qualified dentist with 2 years of clinical experience in general dentistry, endodontics, restorative dentistry and oral surgery, plus 4 years of experience assisting in hospital-based oral and maxillofacial surgery.

I specialize in Medical AI Evaluation, Clinical AI Safety and LLM Quality Assessment. I review AI-generated healthcare content for clinical accuracy, diagnostic reasoning, hallucinations, missing red flags, treatment appropriateness and patient safety risks. My clinical background allows me to identify errors that general AI reviewers may overlook.

Beyond healthcare, I have hands-on experience in LLM response evaluation, comparative ranking, data annotation, fact-checking, research and quality assurance. I assess AI-generated content against structured guidelines, identify factual and reasoning errors, and provide clear, evidence-based feedback.

I also have 100+ hours of transcription and audio review experience across Ukrainian, Russian, British English and Australian English, including ASR correction, speaker diarization, audio segmentation and multilingual QA.

I’m available for remote freelance projects involving medical and dental content review, AI evaluation, research, data quality assurance, annotation, transcription QA and fact-checking. I’m detail-oriented, comfortable with complex guidelines and committed to delivering accurate, reliable results.

Skills

Experience Level

Expert

Expert

Expert

Intermediate

Language

Ukrainian

Fluent

Russian

Fluent

English

Fluent

Work Experience

General Dentist

January 1, 2024 - January 1, 2026

Provided general dentistry including diagnosis, restorative care, endodontics, and oral surgery in a private-practice setting. Conducted comprehensive examinations and evidence-based treatment planning, handled complex dental/maxillofacial findings, and interpreted CBCT and 2D radiographic studies. Applied clinical reasoning and risk-based decision-making, including escalation/referral to specialists when appropriate, and maintained clinical documentation.