Open role at a frontier AI lab
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Schedule: Flexible-you choose the hours and days you work, including weekends if desired
Our team is engaging Senior Vehicle Damage and Condition Experts to participate in a specialized project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.
• Review and analyze comprehensive vehicle evidence such as damage photos, repair estimates, condition reports, and collision scene footage.
• Write detailed, professional-grade damage estimates and condition assessments, applying the standards expected of a licensed appraiser or ACTAR-certified reconstructionist.
• Conduct remote accident quality audits and causation analysis, clearly documenting rationale and supporting evidence.
• Evaluate and grade vehicle condition using established criteria common in fleet, auction, or OEM inspection protocols.
• Deliver well-structured written explanations and verbal feedback that communicate findings with clarity and authority.
• Collaborate with a project team to uphold consistency and quality in all deliverables submitted to the platform.
• Adapt review methods to reflect current industry practices and maintain compliance with project guidelines.
• 5+ years of professional experience in vehicle damage appraisal, automotive claims, collision repair assessment, or fleet/auction inspection.
• Expertise in auto damage estimating, vehicle inspection, and accident quality auditing.
• Background as an auto damage appraiser, ACTAR-certified reconstructionist, OEM auditor, or fleet/auction inspector strongly preferred.
• State adjuster license, I-CAR, or ACTAR certification considered a plus.
• Exceptional written and verbal communication skills, with a focus on thorough documentation and reasoned justifications.
• Strong analytical and critical thinking abilities, with an aptitude for objective evidence review and reporting.
• Comfortable engaging in a remote, flexible, and independent expert contributor opportunity.