Atreyi Mandal

Technology Expert @Outlier Ai

Glasgow, GB

Primary domain expert in Diagnostic & Laboratory Medicine, leveraging in-depth clinical and technical knowledge to guide the development and refinement of AI systems tailored to medical diagnostics.Designed and crafted high-precision prompts to guide AI models (e.g, LLMs and generative tools) toward generating accurate, contextually appropriate outputs aligned with laboratory and diagnostic use cases.Reviewed and evaluated AI-generated outputs for quality, accuracy, and clinical relevance, providing structured feedback to enhance model performance in line with strict medical and regulatory guidelines.Conducted comprehensive AI database reviews, identifying patterns of error or bias in outputs and recommending actionable improvements to training data, prompt structure, and knowledge representation.Collaborated with multidisciplinary teams including data scientists, medical professionals, and engineers to align AI tools with real-world diagnostic workflows and clinical laboratory standards.Applied knowledge of clinical laboratory operations (hematology, microbiology, histopathology, molecular diagnostics) to validate and fine-tune AI applications in test interpretation, quality assurance, and result validation.Ensured adherence to data privacy and ethical standards (HIPAA, GDPR) in handling sensitive clinical data.Contributed to internal audits, model evaluations, and documentation processes supporting AI compliance with regulatory frameworks such as FDA, CE-IVD, and ISO 15189.