Insurance Specialist training AI models on underwriting, claims, and risk management. Evaluating French-English insurance reasoning and documenting errors for Meridial’s AI training projects.
Responsibilities
Converse with language models in English and French on real-world insurance scenarios and technical questions
Verify factual accuracy and industry logic
Capture reproducible error traces
Suggest improvements to prompt engineering and evaluation metrics
Challenge advanced language models on insurance, fraud detection, regulatory, and customer communication topics
Document model failure modes to improve reasoning
Help create high-quality training data for AI applications in financial literacy, risk analysis, claims automation, customer experience, and regulatory compliance
Requirements
Insurance expertise in underwriting, claims processing, policy design, actuarial analysis, reinsurance, and risk management
Deep knowledge of insurance practices and regulations in French-speaking regions
Ability to address life, health, property, casualty, and commercial insurance
Knowledge of fraud detection, regulatory frameworks, and customer communication
Fluency in French
Ability to converse in both English and French
Professional insurance certifications such as CPCU or AIC signal fit
Clear, metacognitive communication and ability to “show your work”
Experience in the insurance industry signals fit
Master’s degree in insurance, finance, business administration, actuarial science, or a closely related field is ideal
Benefits
Pay range of $8-to-$65 per hour
As a contractor, supply a secure computer and high-speed internet
Company-sponsored benefits such as health insurance and PTO do not apply
French - fluent manufacturing specialist challenging language models on industrial operations, quality, automation, and safety. Documenting model errors and improving prompt engineering and evaluation metrics.
Senior ML/AI Modeler building agentic and generative AI systems for Block’s payment and financial technology brands. Automating fraud and compliance investigations at scale.
Freelance French language specialist reviewing and annotating AI outputs for naturalness, accuracy, and cultural fit. Developing alignment resources and providing linguistic QA for Meridial’s AI data project.
US - licensed physicians reviewing EHR vignettes, reasoning chains, and answers. Improving Mindrift’s medical AI systems through project - based clinical evaluation.
US - licensed physicians evaluating EHR clinical cases, reasoning, and treatment answers. Improving Mindrift’s medical AI through project - based review and adjudication.
US - licensed physicians evaluating clinical EHR vignettes for Mindrift’s medical AI projects. Flexible, project - based work improving diagnosis and treatment AI systems.
US - licensed physicians evaluating clinical EHR vignettes and reasoning quality for Mindrift’s medical AI projects. Flexible, project - based work fitting around clinical practice.
US - licensed physicians evaluating clinical EHR vignettes for Mindrift’s medical AI projects. Scoring clinical reasoning, answers, traps, and evidence - based treatment quality.
US - licensed physicians evaluating clinical EHR vignettes and reasoning quality for Mindrift’s medical AI projects. Flexible, project - based work alongside clinical practice.
Physician reviewing clinical EHR vignettes and reasoning to evaluate medical AI systems. Flexible, project - based work fitting around clinical practice.