Mentis AI

Artificial Intelligence

• Chart Review & Guideline Assessment: Review de‑identified medical charts to determine medical necessity and level‑of‑care appropriateness based on MCG and InterQual guidelines.
• Health Insurance Case Context: Apply your health plan knowledge to evaluate admissions, continued stays, and procedure requests, mirroring real‑world insurance review workflows.
• Structured Case Annotation: Review and highlight key clinical details, diagnoses, interventions, and outcomes to support AI model training.
• AI Model Evaluation: Compare AI‑generated utilization review outputs against established guidelines and clinical judgment, providing structured feedback to improve model accuracy and fairness.
• Flexible Review Times: Cases can range from 5 minutes to 4 hours, depending on complexity and document volume.

Utilization Manager – Nurse, Health Insurance

• Review knee x-rays on a dedicated labeling platform and classify the cartilage as either 'Full thickness', 'Lateral narrowing', or 'Bad quality x-ray'.
• Review knee x-rays on a dedicated labeling platform and classify the ACL as either 'Functional ACL', 'Absent ACL', or 'Bad quality x-ray'.
• Follow structured guidelines to ensure consistency, inter‑rater reliability and high‑fidelity gold standards for downstream annotators.

Orthopaedic Surgeons – X-Ray, Knee AI Project

Financial Planning and Analysis

• Design and review challenging finance scenarios and prompts to advance AI reasoning
• Build, adapt, and annotate financial models to highlight key logic and decision-making
• Review and validate assigned tasks with a high level of accuracy.
• Maintain well-organized documentation and uphold internal standards.

Corporate Finance Associate

• Map each patient questionnaire item (5–15+ per questionnaire) to SNOMED codes, including medications, conditions, allergies, reactions, side effects, and severity indicators.
• Ensure consistent and accurate application of medical codes following provided guidelines and project standards.
• Support mapping of coded data to FHIR-compliant structures (training and guidance provided).
• Use a dedicated labeling platform to review, code, and validate data efficiently.
• Provide feedback to improve coding guidelines, identify ambiguities in source data, and improve AI-assisted mappings.

Medical Coding Specialist, SNOMED

• Questionnaire Coding & Mapping: Map each patient questionnaire item (5–15+ per questionnaire) to SNOMED codes, including medications, conditions, allergies, reactions, side effects, and severity indicators.
• Quality Assurance & Data Structuring: Ensure consistent and accurate application of medical codes following provided guidelines and project standards.
• FHIR Data Integration: Support mapping of coded data to FHIR-compliant structures (training and guidance provided).
• Platform-Based Labeling: Use a dedicated labeling platform to review, code, and validate data efficiently.
• Feedback & Collaboration: Provide feedback to improve coding guidelines, identify ambiguities in source data, and improve AI-assisted mappings.

Medical/Clinical Coding Specialist, SNOMED

• Map patient questionnaire items to SNOMED codes, including medications, conditions, allergies, reactions, side effects, and severity indicators.
• Ensure consistent and accurate application of medical codes following provided guidelines and project standards.
• Support mapping of coded data to FHIR-compliant structures.
• Use a dedicated labeling platform to review, code, and validate data efficiently.
• Provide feedback to improve coding guidelines and identify ambiguities in source data.

Medical Coding Specialist, SNOMED, ICD

• Design challenging tax scenarios and prompts to advance AI capabilities
• Build, adapt, and annotate sample tax returns and tax models to highlight key logic
• Review and refine AI-generated tax outputs for accuracy and compliance

Corporate Tax, Auditing Professional

• Evaluate financial models and AI-generated content for accuracy and depth in hedge fund / equity research domains.
• Analyze financial statements, industry trends, competitive dynamics, and macroeconomic factors, and prepare domain-specific reports.
• Build detailed financial models, including forecasting earnings, cash flows, and valuation metrics.
• Develop evaluation rubrics to assess the quality of AI-generated financial tasks and solutions.
• Collaborate with other subject matter experts to ensure consistency and domain relevance in training data.
• Work independently and asynchronously to meet project deadlines and contribute to the continuous improvement of AI model performance.

Equity Research Professional – AI Training Project

• Break down and summarise Investment Banking workflows (pitchbooks, models, diligence)
• Label and annotate financial data points and workflows for training LLMs
• Build, adapt, and annotate financial models to highlight key logic
• Collaborate with a multidisciplinary team to refine annotation guidelines
• Contribute corporate finance expertise to AI research with a leading AI lab

Corporate Finance / Investment Banking Professional

• Contribute investment banking expertise to a cutting-edge research project at Mentis AI
• Break down and summarise Investment Banking workflows (pitchbooks, models, diligence)
• Label and annotate financial data points and workflows for training LLMs
• Build, adapt, and annotate financial models to highlight key logic
• Collaborate with a multidisciplinary team to refine annotation guidelines
• Work asynchronously and independently on annotation and summarisation tasks

AI Research Scientist

• Review digitised histopathology slides and provide structured annotations/labelling according to study protocols.
• Apply specialty knowledge to ensure accurate labelling of pathology features and assist in developing annotation guidelines and SOPs.
• Independently review diagnostic outputs generated by AI models and compare them against gold-standard pathology diagnoses.
• Provide structured feedback on model performance, sensitivity/specificity, and clinically relevant errors.
• Participate in systematic evaluation of usability, interpretability, and clinical applicability of AI tools within histopathology practice.
• Work alongside data scientists and software engineers to refine data annotation workflows and model testing strategies.

Utilization Manager – Nurse, Health Insurance

Orthopaedic Surgeons – X-Ray, Knee AI Project

Corporate Finance Associate

Medical Coding Specialist, SNOMED

Medical/Clinical Coding Specialist, SNOMED

Medical Coding Specialist, SNOMED, ICD

Corporate Tax, Auditing Professional

Equity Research Professional – AI Training Project

Corporate Finance / Investment Banking Professional

Corporate Finance / Investment Banking Professional

Histopathologist, ST3–ST5