Please submit your CV in English and indicate your level of English proficiency.
Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based, not permanent employment.
What this opportunity involves
While each project involves unique tasks, contributors may:
Evaluate AI-generated auto insurance claims decisions for accuracy, coverage correctness, and regulatory compliance;
Design FNOL scenarios with deliberate contradictions, decoy files, and outdated documents to test agent robustness;
Write and grade fraud-flagging scenarios using structured reason codes (late reporting, recently purchased policy, inconsistent damage) for SIU referral;
Build subrogation test cases applying state-specific negligence rules (comparative vs. contributory) and assess likelihood of recovery;
Document test cases clearly with correct answers, policy citations, and payout calculations. What we look for
This opportunity is a good fit for professionals with a background in insurance claims, legal services, or broader financial services who are open to part-time, non-permanent projects. Ideally, contributors will have:
Degree in Insurance, Risk Management, Business Administration, Finance, Law, or any related field;
3+ years of insurance, claims, legal, or financial services experience;
Current or recent experience in claims & adjusting or adjacent roles;
Familiarity with auto insurance coverage decisions, state-specific negligence rules, and adjuster authority-limit culture;
AIC, CPCU, CIFI, or SCLA credential is a strong positive signal, though not required if hands-on experience is solid;
Strong written English (C1+). How it works
Apply → Pass qualification(s) → Join a project → Complete tasks → Get paid
Project time expectations
For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active.
Compensation
On this project, contributors can earn up to $60 per hour equivalent, depending on their level and pace of contribution.
Compensation varies across projects depending on scope, complexity, and required expertise. Please note that other projects on the platform may offer different earning levels based on their requirements.
Mindrift, powered by Toloka, is a platform that connects domain specialists and experts with AI project opportunities from major tech innovators. The company focuses on post-training and evaluation of frontier AI models by creating domain-specific reinforcement learning environments, tasks, and evaluation frameworks. Mindrift enables experts across fields—including mobile development, management consulting, physics research, and other domains—to shape how next-generation generative models learn and perform by converting real-world expertise into structured learning environments. The platform operates on a project-based model, allowing contributors to work on diverse AI initiatives including mobile app development, consulting domain training, physics problem design, and other specialized tasks for leading technology companies.
